| /*
|
| * Licensed to the Apache Software Foundation (ASF) under one or more
|
| * contributor license agreements. See the NOTICE file distributed with
|
| * this work for additional information regarding copyright ownership.
|
| * The ASF licenses this file to You under the Apache License, Version 2.0
|
| * (the "License"); you may not use this file except in compliance with
|
| * the License. You may obtain a copy of the License at
|
| *
|
| * http://www.apache.org/licenses/LICENSE-2.0
|
| *
|
| * Unless required by applicable law or agreed to in writing, software
|
| * distributed under the License is distributed on an "AS IS" BASIS,
|
| * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| * See the License for the specific language governing permissions and
|
| * limitations under the License.
|
| */
|
| package opennlp.tools.parse_thicket.kernel_interface;
|
|
|
|
|
| import java.util.ArrayList;
|
| import java.util.List;
|
|
|
| import opennlp.tools.parse_thicket.ParseThicket;
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| import opennlp.tools.parse_thicket.VerbNetProcessor;
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| import opennlp.tools.parse_thicket.external_rst.MatcherExternalRST;
|
| import opennlp.tools.parse_thicket.external_rst.ParseThicketWithDiscourseTree;
|
|
|
| /*
|
| * This class performs TK learning based on parse thicket which includes RST relations only
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| * based on Surdeanu at al RST parser. It does sentence parsing and NLP pipeline of
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| * Surdeanu's wrapper of Stanford NLP
|
| */
|
| public class TreeKernelBasedClassifierOfDiscourseTree extends TreeKernelBasedClassifierMultiplePara{
|
|
|
| private MatcherExternalRST matcherRST = new MatcherExternalRST();
|
|
|
| protected List<String> formTreeKernelStructuresMultiplePara(List<String> texts, String flag) {
|
| //TODO
|
| //this.setShortRun();
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| List<String> extendedTreesDumpTotal = new ArrayList<String>();
|
| try {
|
|
|
| for(String text: texts){
|
| // get the parses from original documents, and form the training dataset
|
| try {
|
| System.out.print("About to build pt with external rst from "+text + "\n...");
|
| ParseThicket pt = matcherRST.buildParseThicketFromTextWithRST(text);
|
| if (pt == null)
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| continue;
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| System.out.print("About to build extended forest with external rst...");
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| List<String> extendedTreesDump = // use direct option (true
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| buildReptresentationForDiscourseTreeAndExtensions((ParseThicketWithDiscourseTree)pt, false);
|
| //true);
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| for(String line: extendedTreesDump)
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| extendedTreesDumpTotal.add(flag + " |BT| "+line + " |ET| ");
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| System.out.println("DONE");
|
| } catch (Exception e) {
|
| e.printStackTrace();
|
| }
|
| }
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| } catch (Exception e) {
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| e.printStackTrace();
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| }
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| return extendedTreesDumpTotal;
|
| }
|
|
|
| private List<String> buildReptresentationForDiscourseTreeAndExtensions(ParseThicketWithDiscourseTree pt, boolean bDirectDT){
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| List<String> extendedTreesDump = new ArrayList<String>();
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| if (!bDirectDT)
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| // option 1: use RST relation for extended trees
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| extendedTreesDump = treeExtender.buildForestForRSTArcs(pt);
|
| else {
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| // option 2: use DT directly
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| extendedTreesDump.add(pt.getDtDump());
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| extendedTreesDump.add(pt.getDtDumpWithPOS());
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| extendedTreesDump.add(pt.getDtDumpWithEmbeddedTrees());
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| extendedTreesDump.add(pt.getDtDumpWithVerbNet());
|
| }
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| return extendedTreesDump;
|
| }
|
|
|
| /*
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| * dtDump
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| * 1 |BT| (elaboration (joint (attribution (I though) (I d tell you a little about what I like to write )) (joint (And I like to immerse myself in my topics ) (joint (I just like to dive right i) (and become sort of a human guinea pig )))) (elaboration (joint (And I see my life as a series of experiments ) (joint (So , I work for Esquire magazine ) (elaboration (elaboration (and a couple of years ago I wrote an articl) (called My Outsourced Life )) (enablement (where I hired a team of people in Bangalore , India ) (to live my life for me ))))) (elaboration (So they answered my emails ) (They answered my phone )))) |ET|
|
| *
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| * getDtDumpWithPOS
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| *
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| * 1 |BT| (elaboration (joint (attribution (I PRP)(thought VBD) (I PRP)(d NN)(tell VBP)(you PRP)(a DT)(little JJ)(about IN)(what WP)(I PRP)(like VBP)(to TO)(write VB)) (joint (And CC)(I PRP)(like VBP)(to TO)(immerse VB)(myself PRP)(in IN)(my PRP$)(topics NNS) (joint (I PRP)(just RB)(like VBP)(to TO)(dive NN)(right NN)(in IN) (and CC)(become VB)(sort NN)(of IN)(a DT)(human JJ)(guinea NN)(pig NN)))) (elaboration (joint (And CC)(I PRP)(see VBP)(my PRP$)(life NN)(as IN)(a DT)(series NN)(of IN)(experiments NNS) (joint (So RB)(I PRP)(work VBP)(for IN)(Esquire NNP)(magazine NN) (elaboration (elaboration (and CC)(a DT)(couple NN)(of IN)(years NNS)(ago IN)(I PRP)(wrote VBD)(an DT)(article NN) (called VBN)(My PRP$)(Outsourced JJ)(Life NNP)) (enablement (where WRB)(I PRP)(hired VBD)(a DT)(team NN)(of IN)(people NNS)(in IN)(Bangalore NNP)(India NNP) (to TO)(live VB)(my PRP$)(life NN)(for IN)(me PRP))))) (elaboration (So IN)(they PRP)(answered VBD)(my PRP$)(emails NNS) (They PRP)(answered VBD)(my PRP$)(phone NN)))) |ET|
|
| *
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| * getDtDumpWithEmbeddedTrees()
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| * 1 |BT| (elaboration (joint (attribution (SBAR (S (NP (PRP I)) (VP (ADVP (NN d)) (VBP tell) (NP (PRP you)) (PP (NP (DT a) (JJ little)) (IN about) (SBAR (WHNP (WP what)) (S (NP (PRP I)) (VP (VBP like) (S (VP (TO to) (VP (VB write))))))))))) (VBP tell)) (joint (VP (VBP like) (S (VP (TO to) (VP (VB immerse) (NP (PRP myself)) (PP (IN in) (NP (PRP$ my) (NNS topics))))))) (joint (VP (VP (VBP like) (PP (TO to) (NP (NN dive) (NN right))) (PP (IN in))) (CC and) (VP (VB become) (NP (NP (NN sort)) (PP (IN of) (NP (DT a) (JJ human) (NN guinea) (NN pig)))))) (NP (NP (NN sort)) (PP (IN of) (NP (DT a) (JJ human) (NN guinea) (NN pig))))))) (elaboration (joint (VP (VBP see) (NP (PRP$ my) (NN life)) (PP (IN as) (NP (NP (DT a) (NN series)) (PP (IN of) (NP (NNS experiments)))))) (joint (S (NP (PRP I)) (VP (VBP work) (PP (IN for) (NP (NNP Esquire) (NN magazine))))) (elaboration (elaboration (NN couple) (JJ Outsourced)) (enablement (VP (VBP work) (PP (IN for) (NP (NNP Esquire) (NN magazine)))) (NP (PRP$ my) (NN life)))))) (elaboration (VP (VBD answered) (NP (PRP$ my) (NNS emails))) (NP (PRP$ my) (NN phone))))) |ET|
|
|
|
| pt.getDtDumpWithVerbNet()
|
| 1 |BT| (elaboration (joint (attribution (I PRP)(thought VBD) (I PRP)(d NN) (tell (tell-372 tell-372 tell-372 ) (NP V NP NP V NP PP-topic NP V NP S ) (NP NP-PPof-PP NP-S ) ) (you PRP)(a DT)(little JJ)(about IN)(what WP)(I PRP)(like VBP)(to TO)(write VB)) (joint (And CC)(I PRP)(like VBP)(to TO)(immerse VB)(myself PRP)(in IN)(my PRP$)(topics NNS) (joint (I PRP)(just RB)(like VBP)(to TO)(dive NN)(right NN)(in IN) (and CC)(become VB)(sort NN)(of IN)(a DT)(human JJ)(guinea NN)(pig NN)))) (elaboration (joint (And CC)(I PRP) (see (see-301 see-301 see-301 ) (NP V NP NP V that S NP V NP-ATTR-POS PP-oblique NP V how S NP V what S ) (Basic Transitive S Attribute Object Possessor-Attribute Factoring Alternation HOW-S WHAT-S ) ) (my PRP$)(life NN)(as IN)(a DT)(series NN)(of IN)(experiments NNS) (joint (So RB)(I PRP)(work VBP)(for IN)(Esquire NNP)(magazine NN) (elaboration (elaboration (and CC)(a DT)(couple NN)(of IN)(years NNS)(ago IN)(I PRP)(wrote VBD)(an DT)(article NN) (call (dub-293 dub-293 dub-293 ) (NP V NP NP NP V NP ) (NP-NP Basic Transitive ) ) (My PRP$)(Outsourced JJ)(Life NNP)) (enablement (where WRB)(I PRP) (hire (hire-1353 hire-1353 hire-1353 ) (NP V NP NP V NP PP-predicate ) (NP NP-PPas-PP ) ) (a DT)(team NN)(of IN)(people NNS)(in IN)(Bangalore NNP)(India NNP) (to TO)(live VB)(my PRP$)(life NN)(for IN)(me PRP))))) (elaboration (So IN)(they PRP)(answered VBD)(my PRP$)(emails NNS) (They PRP)(answered VBD)(my PRP$)(phone NN)))) |ET|
|
| *
|
| */
|
|
|
|
|
|
|
| public static void main(String[] args){
|
| VerbNetProcessor p = VerbNetProcessor.
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| getInstance("/Users/borisgalitsky/Documents/workspace/relevance-based-on-parse-trees/src/test/resources");
|
|
|
| TreeKernelBasedClassifierOfDiscourseTree proc = new TreeKernelBasedClassifierOfDiscourseTree();
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| proc.setKernelPath("/Users/borisgalitsky/Documents/workspace/relevance-based-on-parse-trees/src/test/resources/tree_kernel/");
|
| proc.trainClassifier( |
| // "/Users/bgalitsky/Documents/relevance-based-on-parse-trees/src/test/resources/style_recognizer/txt/ted",
|
| // "/Users/bgalitsky/Documents/relevance-based-on-parse-trees/src/test/resources/style_recognizer/txt/Tedi");
|
| //"/Users/bgalitsky/Documents/ENRON/enron_random",
|
|
|
| // "/Users/bgalitsky/Documents/ENRON/data11_17",
|
| // "/Users/bgalitsky/Documents/ENRON/enron_secrecy"
|
| // "/Users/bgalitsky/Downloads/op_spam_v1.4/positive_polarity/truthful_from_TripAdvisor",
|
| "/Users/bgalitsky/Downloads/op_spam_v1.4/negative_polarity/deceptive_from_MTurk",
|
| "/Users/bgalitsky/Downloads/op_spam_v1.4/negative_polarity/truthful_from_Web"
|
| );
|
| |
| // "/Users/borisgalitsky/Documents/workspace/relevance-based-on-parse-trees/src/test/resources/style_recognizer/txt/ted",
|
| // "/Users/borisgalitsky/Documents/workspace/relevance-based-on-parse-trees/src/test/resources/style_recognizer/txt/Tedi");
|
| |
| }
|
|
|
| }
|
| /*
|
| *
|
| RST - based run
|
| Number of examples: 6980, linear space size: 10
|
| ted vs Tedi
|
|
|
| estimating ...
|
| Setting default regularization parameter C=1.0000
|
| Optimizing............................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................
|
| Checking optimality of inactive variables...done.
|
| Number of inactive variables = 1931
|
| done. (3597 iterations)
|
| Optimization finished (78 misclassified, maxdiff=0.00100).
|
| Runtime in cpu-seconds: 198.37
|
| Number of SV: 3830 (including 652 at upper bound)
|
| L1 loss: loss=261.78883
|
| Norm of weight vector: |w|=41.37067
|
| Norm of longest example vector: |x|=1.00000
|
| Estimated VCdim of classifier: VCdim<=1712.53247
|
| Computing XiAlpha-estimates...done
|
| Runtime for XiAlpha-estimates in cpu-seconds: 0.05
|
| XiAlpha-estimate of the error: error<=11.53% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the recall: recall=>97.01% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the precision: precision=>89.47% (rho=1.00,depth=0)
|
| Number of kernel evaluations: 73092240
|
|
|
| GENERAL RUN (the same set of texts)
|
| Number of examples: 21146, linear space size: 10
|
|
|
| estimating ...
|
| Setting default regularization parameter C=1.0000
|
| Optimizing.........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................
|
| Checking optimality of inactive variables...done.
|
| Number of inactive variables = 8849
|
| done. (5770 iterations)
|
| Optimization finished (231 misclassified, maxdiff=0.00098).
|
| Runtime in cpu-seconds: 1486.33
|
| Number of SV: 5368 (including 940 at upper bound)
|
| L1 loss: loss=582.99311
|
| Norm of weight vector: |w|=46.91885
|
| Norm of longest example vector: |x|=1.00000
|
| Estimated VCdim of classifier: VCdim<=2202.37876
|
| Computing XiAlpha-estimates...done
|
| Runtime for XiAlpha-estimates in cpu-seconds: 0.13
|
| XiAlpha-estimate of the error: error<=5.57% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the recall: recall=>98.42% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the precision: precision=>95.18% (rho=1.00,depth=0)
|
| Number of kernel evaluations: 550748695
|
| Writing model file...done
|
|
|
|
|
| Number of examples: 7461, linear space size: 10
|
|
|
| estimating ...
|
| Setting default regularization parameter C=1.0000
|
| Optimizing............................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................
|
| Checking optimality of inactive variables...done.
|
| Number of inactive variables = 2091
|
| done. (3773 iterations)
|
| Optimization finished (87 misclassified, maxdiff=0.00096).
|
| Runtime in cpu-seconds: 231.42
|
| Number of SV: 4092 (including 680 at upper bound)
|
| L1 loss: loss=280.03696
|
| Norm of weight vector: |w|=42.82963
|
| Norm of longest example vector: |x|=1.00000
|
| Estimated VCdim of classifier: VCdim<=1835.37688
|
| Computing XiAlpha-estimates...done
|
| Runtime for XiAlpha-estimates in cpu-seconds: 0.05
|
| XiAlpha-estimate of the error: error<=11.54% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the recall: recall=>96.75% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the precision: precision=>89.59% (rho=1.00,depth=0)
|
| Number of kernel evaluations: 94432306
|
| Writing model file...done
|
|
|
|
|
|
|
| SMALL SET
|
|
|
| Number of examples: 172, linear space size: 10
|
|
|
| estimating ...
|
| Setting default regularization parameter C=1.0000
|
| Optimizing.......................................................done. (56 iterations)
|
| Optimization finished (0 misclassified, maxdiff=0.00076).
|
| Runtime in cpu-seconds: 0.01
|
| Number of SV: 172 (including 59 at upper bound)
|
| L1 loss: loss=7.38525
|
| Norm of weight vector: |w|=12.46777
|
| Norm of longest example vector: |x|=1.00000
|
| Estimated VCdim of classifier: VCdim<=156.44537
|
| Computing XiAlpha-estimates...done
|
| Runtime for XiAlpha-estimates in cpu-seconds: 0.00
|
| XiAlpha-estimate of the error: error<=44.77% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the recall: recall=>79.55% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the precision: precision=>54.26% (rho=1.00,depth=0)
|
| Number of kernel evaluations: 20139
|
| Writing model file...done
|
|
|
|
|
| LONGER RUN, DTs only
|
| Number of examples: 720, linear space size: 10
|
|
|
| estimating ...
|
| Setting default regularization parameter C=1.0000
|
| Optimizing............................................................................................................................................................................................................................................................................
|
| Checking optimality of inactive variables...done.
|
| Number of inactive variables = 114
|
| done. (269 iterations)
|
| Optimization finished (11 misclassified, maxdiff=0.00096).
|
| Runtime in cpu-seconds: 0.17
|
| Number of SV: 712 (including 140 at upper bound)
|
| L1 loss: loss=117.83422
|
| Norm of weight vector: |w|=12.73402
|
| Norm of longest example vector: |x|=1.00000
|
| Estimated VCdim of classifier: VCdim<=163.15526
|
| Computing XiAlpha-estimates...done
|
| Runtime for XiAlpha-estimates in cpu-seconds: 0.00
|
| XiAlpha-estimate of the error: error<=20.14% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the recall: recall=>99.14% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the precision: precision=>80.42% (rho=1.00,depth=0)
|
| Number of kernel evaluations: 283615
|
| Writing model file...done
|
|
|
| HYBRID RUN
|
| Number of examples: 8301, linear space size: 10
|
|
|
| estimating ...
|
| Setting default regularization parameter C=1.0000
|
| Optimizing................................
|
| Checking optimality of inactive variables...done.
|
| Number of inactive variables = 2323
|
| done. (4206 iterations)
|
| Optimization finished (98 misclassified, maxdiff=0.00099).
|
| Runtime in cpu-seconds: 299.94
|
| Number of SV: 4870 (including 846 at upper bound)
|
| L1 loss: loss=398.61389
|
| Norm of weight vector: |w|=44.95124
|
| Norm of longest example vector: |x|=1.00000
|
| Estimated VCdim of classifier: VCdim<=2021.61414
|
| Computing XiAlpha-estimates...done
|
| Runtime for XiAlpha-estimates in cpu-seconds: 0.05
|
| XiAlpha-estimate of the error: error<=12.32% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the recall: recall=>97.15% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the precision: precision=>88.53% (rho=1.00,depth=0)
|
| Number of kernel evaluations: 138447398
|
| Writing model file...done
|
|
|
| HYBRID FULL RUN
|
|
|
| Number of examples: 2880, linear space size: 10
|
|
|
| estimating ...
|
| Setting default regularization parameter C=1.0021
|
| Optimizing...........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................
|
| Checking optimality of inactive variables...done.
|
| Number of inactive variables = 1035
|
| done. (1820 iterations)
|
| Optimization finished (162 misclassified, maxdiff=0.00099).
|
| Runtime in cpu-seconds: 1.35
|
| Number of SV: 1552 (including 556 at upper bound)
|
| L1 loss: loss=426.90789
|
| Norm of weight vector: |w|=25.52139
|
| Norm of longest example vector: |x|=1.00000
|
| Estimated VCdim of classifier: VCdim<=652.34149
|
| Computing XiAlpha-estimates...done
|
| Runtime for XiAlpha-estimates in cpu-seconds: 0.01
|
| XiAlpha-estimate of the error: error<=23.92% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the recall: recall=>92.67% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the precision: precision=>80.55% (rho=1.00,depth=0)
|
| Number of kernel evaluations: 4075095
|
| Writing model file...done
|
|
|
|
|
|
|
|
|
|
|
| positive vs negative sentiment
|
| "/Users/bgalitsky/Downloads/op_spam_v1.4/positive_polarity/truthful_from_TripAdvisor",
|
| "/Users/bgalitsky/Downloads/op_spam_v1.4/negative_polarity/truthful_from_Web"
|
|
|
| Number of examples: 15930, linear space size: 10
|
|
|
| estimating ...
|
| Setting default regularization parameter C=1.0000
|
| Optimizing.........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................
|
| Checking optimality of inactive variables...done.
|
| Number of inactive variables = 4348
|
| done. (11130 iterations)
|
| Optimization finished (14 misclassified, maxdiff=0.00098).
|
| Runtime in cpu-seconds: 2213.21
|
| Number of SV: 9219 (including 875 at upper bound)
|
| L1 loss: loss=126.05211
|
| Norm of weight vector: |w|=71.25103
|
| Norm of longest example vector: |x|=1.00000
|
| Estimated VCdim of classifier: VCdim<=5077.70889
|
| Computing XiAlpha-estimates...done
|
| Runtime for XiAlpha-estimates in cpu-seconds: 0.09
|
| XiAlpha-estimate of the error: error<=10.15% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the recall: recall=>89.36% (rho=1.00,depth=0)
|
| XiAlpha-estimate of the precision: precision=>89.85% (rho=1.00,depth=0)
|
| Number of kernel evaluations: 837061668
|
| Writing model file...done
|
| */ |
