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| <th class="colFirst" scope="row"><a href="EstimationUtils.html" title="class in org.apache.sysds.hops.estim">EstimationUtils</a></th> |
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| <th class="colFirst" scope="row"><a href="EstimatorBasicAvg.html" title="class in org.apache.sysds.hops.estim">EstimatorBasicAvg</a></th> |
| <td class="colLast"> |
| <div class="block">Basic average case estimator for matrix sparsity: |
| sp = 1 - Math.pow(1-sp1*sp2, k)</div> |
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| <th class="colFirst" scope="row"><a href="EstimatorBasicWorst.html" title="class in org.apache.sysds.hops.estim">EstimatorBasicWorst</a></th> |
| <td class="colLast"> |
| <div class="block">Basic average case estimator for matrix sparsity: |
| sp = Math.min(1, sp1 * k) * Math.min(1, sp2 * k).</div> |
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| <tr class="rowColor"> |
| <th class="colFirst" scope="row"><a href="EstimatorBitsetMM.html" title="class in org.apache.sysds.hops.estim">EstimatorBitsetMM</a></th> |
| <td class="colLast"> |
| <div class="block">This estimator implements a naive but rather common approach of boolean matrix |
| multiplies which allows to infer the exact non-zero structure and thus is |
| also useful for sparse result preallocation.</div> |
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| <th class="colFirst" scope="row"><a href="EstimatorBitsetMM.BitsetMatrix.html" title="class in org.apache.sysds.hops.estim">EstimatorBitsetMM.BitsetMatrix</a></th> |
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| <th class="colFirst" scope="row"><a href="EstimatorBitsetMM.BitsetMatrix1.html" title="class in org.apache.sysds.hops.estim">EstimatorBitsetMM.BitsetMatrix1</a></th> |
| <td class="colLast"> |
| <div class="block">This class represents a boolean matrix and provides key operations.</div> |
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| <th class="colFirst" scope="row"><a href="EstimatorBitsetMM.BitsetMatrix2.html" title="class in org.apache.sysds.hops.estim">EstimatorBitsetMM.BitsetMatrix2</a></th> |
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| <th class="colFirst" scope="row"><a href="EstimatorDensityMap.html" title="class in org.apache.sysds.hops.estim">EstimatorDensityMap</a></th> |
| <td class="colLast"> |
| <div class="block">This estimator implements an approach called density maps, as introduced in |
| David Kernert, Frank Köhler, Wolfgang Lehner: SpMacho - Optimizing Sparse |
| Linear Algebra Expressions with Probabilistic Density Estimation.</div> |
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| <th class="colFirst" scope="row"><a href="EstimatorLayeredGraph.html" title="class in org.apache.sysds.hops.estim">EstimatorLayeredGraph</a></th> |
| <td class="colLast"> |
| <div class="block">This estimator implements an approach based on a so-called layered graph, |
| introduced in |
| Edith Cohen.</div> |
| </td> |
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| <th class="colFirst" scope="row"><a href="EstimatorLayeredGraph.LayeredGraph.html" title="class in org.apache.sysds.hops.estim">EstimatorLayeredGraph.LayeredGraph</a></th> |
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| <th class="colFirst" scope="row"><a href="EstimatorMatrixHistogram.html" title="class in org.apache.sysds.hops.estim">EstimatorMatrixHistogram</a></th> |
| <td class="colLast"> |
| <div class="block">This estimator implements a remarkably simple yet effective |
| approach for incorporating structural properties into sparsity |
| estimation.</div> |
| </td> |
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| <th class="colFirst" scope="row"><a href="EstimatorMatrixHistogram.MatrixHistogram.html" title="class in org.apache.sysds.hops.estim">EstimatorMatrixHistogram.MatrixHistogram</a></th> |
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| <th class="colFirst" scope="row"><a href="EstimatorSample.html" title="class in org.apache.sysds.hops.estim">EstimatorSample</a></th> |
| <td class="colLast"> |
| <div class="block">This estimator implements an approach based on row/column sampling |
| Yongyang Yu, MingJie Tang, Walid G.</div> |
| </td> |
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| <th class="colFirst" scope="row"><a href="EstimatorSampleRa.html" title="class in org.apache.sysds.hops.estim">EstimatorSampleRa</a></th> |
| <td class="colLast"> |
| <div class="block">This estimator implements an approach based on row/column sampling |
| |
| Rasmus Resen Amossen, Andrea Campagna, Rasmus Pagh: |
| Better Size Estimation for Sparse Matrix Products.</div> |
| </td> |
| </tr> |
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| <th class="colFirst" scope="row"><a href="MMNode.html" title="class in org.apache.sysds.hops.estim">MMNode</a></th> |
| <td class="colLast"> |
| <div class="block">Helper class to represent matrix multiply operators in a DAG |
| along with references to its abstract data handles.</div> |
| </td> |
| </tr> |
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| <th class="colFirst" scope="row"><a href="SparsityEstimator.html" title="class in org.apache.sysds.hops.estim">SparsityEstimator</a></th> |
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