ns1904248: Instance-to-Instance Comparison Results

Type: Instance
Submitter: NEOS Server Submission
Description: Sensor placement problem
MIPLIB Entry

Parent Instance (ns1904248)

All other instances below were be compared against this "query" instance.

ns1904248 Raw ns1904248 Decomposed ns1904248 Composite of MIC top 5 ns1904248 Composite of MIPLIB top 5 ns1904248 Model Group Composite
Raw This is the CCM image before the decomposition procedure has been applied.
Decomposed This is the CCM image after a decomposition procedure has been applied. This is the image used by the MIC's image-based comparisons for this query instance.
Composite of MIC Top 5 Composite of the five decomposed CCM images from the MIC Top 5.
Composite of MIPLIB Top 5 Composite of the five decomposed CCM images from the MIPLIB Top 5.
Model Group Composite Image Composite of the decomposed CCM images for every instance in the same model group as this query.

MIC Top 5 Instances

These are the 5 decomposed CCM images that are most similar to decomposed CCM image for the the query instance, according to the ISS metric.

Decomposed These decomposed images were created by GCG.
scpm1 decomposed gen-ip002 decomposed gen-ip021 decomposed gen-ip036 decomposed gen-ip016 decomposed
Name scpm1 [MIPLIB] gen-ip002 [MIPLIB] gen-ip021 [MIPLIB] gen-ip036 [MIPLIB] gen-ip016 [MIPLIB]
Rank / ISS The image-based structural similarity (ISS) metric measures the Euclidean distance between the image-based feature vectors for the query instance and all other instances. A smaller ISS value indicates greater similarity.
1 / 1.177 2 / 1.185 3 / 1.186 4 / 1.207 5 / 1.215
Raw These images represent the CCM images in their raw forms (before any decomposition was applied) for the MIC top 5.
scpm1 raw gen-ip002 raw gen-ip021 raw gen-ip036 raw gen-ip016 raw

MIPLIB Top 5 Instances

These are the 5 instances that are most closely related to the query instance, according to the instance statistic-based similarity measure employed by MIPLIB 2017

Decomposed These decomposed images were created by GCG.
neos-4260495-otere decomposed neos-4306827-ravan decomposed ns1828997 decomposed neos-4724674-aorere decomposed neos-4295773-pissa decomposed
Name neos-4260495-otere [MIPLIB] neos-4306827-ravan [MIPLIB] ns1828997 [MIPLIB] neos-4724674-aorere [MIPLIB] neos-4295773-pissa [MIPLIB]
Rank / ISS The image-based structural similarity (ISS) metric measures the Euclidean distance between the image-based feature vectors for the query instance and all model groups. A smaller ISS value indicates greater similarity.
58 / 1.528 68 / 1.539 95 / 1.569 97 / 1.577 724 / 1.810
Raw These images represent the CCM images in their raw forms (before any decomposition was applied) for the MIPLIB top 5.
neos-4260495-otere raw neos-4306827-ravan raw ns1828997 raw neos-4724674-aorere raw neos-4295773-pissa raw

Instance Summary

The table below contains summary information for ns1904248, the five most similar instances to ns1904248 according to the MIC, and the five most similar instances to ns1904248 according to MIPLIB 2017.

INSTANCE SUBMITTER DESCRIPTION ISS RANK
Parent Instance ns1904248 [MIPLIB] NEOS Server Submission Sensor placement problem 0.000000 -
MIC Top 5 scpm1 [MIPLIB] Shunji Umetani This is a random test instance generator for SCP using the scheme of the following paper, namely the column cost c[j] are integer randomly generated from [1,100]; every column covers at least one row; and every row is covered by at least two columns. see reference: E. Balas and A. Ho, Set covering algorithms using cutting planes, heuristics, and subgradient optimization: A computational study, Mathematical Programming, 12 (1980), 37-60. We have newly generated Classes I-N with the following parameter values, where each class has five instances. We have also generated reduced instances by a standard pricing method in the following paper: S. Umetani and M. Yagiura, Relaxation heuristics for the set covering problem, Journal of the Operations Research Society of Japan, 50 (2007), 350-375. You can obtain the instance generator program from the following web site. https://sites.google.com/site/shunjiumetani/benchmark 1.176616 1
gen-ip002 [MIPLIB] Simon Bowly Randomly generated integer and binary programming instances. These results are part of an early phase of work aimed at generating diverse and challenging MIP instances for experimental testing. We have aimed to produce small integer and binary programming instances which are reasonably difficult to solve and have varied structure, eliciting a range of behaviour in state of the art algorithms. 1.185282 2
gen-ip021 [MIPLIB] Simon Bowly Randomly generated integer and binary programming instances. These results are part of an early phase of work aimed at generating diverse and challenging MIP instances for experimental testing. We have aimed to produce small integer and binary programming instances which are reasonably difficult to solve and have varied structure, eliciting a range of behaviour in state of the art algorithms. 1.186336 3
gen-ip036 [MIPLIB] Simon Bowly Randomly generated integer and binary programming instances. These results are part of an early phase of work aimed at generating diverse and challenging MIP instances for experimental testing. We have aimed to produce small integer and binary programming instances which are reasonably difficult to solve and have varied structure, eliciting a range of behaviour in state of the art algorithms. 1.207101 4
gen-ip016 [MIPLIB] Simon Bowly Randomly generated integer and binary programming instances. These results are part of an early phase of work aimed at generating diverse and challenging MIP instances for experimental testing. We have aimed to produce small integer and binary programming instances which are reasonably difficult to solve and have varied structure, eliciting a range of behaviour in state of the art algorithms. Solved with XPRESS in a few seconds. 1.215408 5
MIPLIB Top 5 neos-4260495-otere [MIPLIB] Jeff Linderoth (None provided) 1.528333 58
neos-4306827-ravan [MIPLIB] Jeff Linderoth (None provided) 1.538903 68
ns1828997 [MIPLIB] NEOS Server Submission Instance coming from the NEOS Server with unknown application. 1.569174 95
neos-4724674-aorere [MIPLIB] Jeff Linderoth (None provided) 1.576772 97
neos-4295773-pissa [MIPLIB] Jeff Linderoth (None provided) 1.809937 724


ns1904248: Instance-to-Model Comparison Results

Model Group Assignment from MIPLIB: neos-pseudoapplication-6
Assigned Model Group Rank/ISS in the MIC: 96 / 2.370

MIC Top 5 Model Groups

These are the 5 model group composite (MGC) images that are most similar to the decomposed CCM image for the query instance, according to the ISS metric.

These are model group composite (MGC) images for the MIC top 5 model groups.
Model group: scp Model group: neos-pseudoapplication-21 Model group: stein Model group: independentset Model group: generated
Name scp neos-pseudoapplication-21 stein independentset generated
Rank / ISS The image-based structural similarity (ISS) metric measures the Euclidean distance between the image-based feature vectors for the query instance and all other instances. A smaller ISS value indicates greater similarity.
1 / 1.511 2 / 1.601 3 / 1.703 4 / 1.756 5 / 1.769

Model Group Summary

The table below contains summary information for the five most similar model groups to ns1904248 according to the MIC.

MODEL GROUP SUBMITTER DESCRIPTION ISS RANK
MIC Top 5 scp Shunji Umetani This is a random test model generator for SCP using the scheme of the following paper, namely the column cost c[j] are integer randomly generated from [1,100]; every column covers at least one row; and every row is covered by at least two columns. see reference: E. Balas and A. Ho, Set covering algorithms using cutting planes, heuristics, and subgradient optimization: A computational study, Mathematical Programming, 12 (1980), 37-60. We have newly generated Classes I-N with the following parameter values, where each class has five models. We have also generated reduced models by a standard pricing method in the following paper: S. Umetani and M. Yagiura, Relaxation heuristics for the set covering problem, Journal of the Operations Research Society of Japan, 50 (2007), 350-375. You can obtain the model generator program from the following web site. https://sites.google.com/site/shunjiumetani/benchmark 1.511271 1
neos-pseudoapplication-21 NEOS Server Submission Imported from the MIPLIB2010 submissions. 1.600529 2
stein MIPLIB submission pool Imported from the MIPLIB2010 submissions. 1.702842 3
independentset Toni Sorrell These models are based on Neil Sloane's Challenge problems: Independent Sets in Graphs. 1.755502 4
generated Simon Bowly Randomly generated integer and binary programming models. These results are part of an early phase of work aimed at generating diverse and challenging MIP models for experimental testing. We have aimed to produce small integer and binary programming models which are reasonably difficult to solve and have varied structure, eliciting a range of behaviour in state of the art algorithms. 1.769202 5