toll-like: Instance-to-Instance Comparison Results

Type: Instance
Submitter: Falk Hueffner
Description: The NP-hard Balanced Subgraph problem (variant of MaxCut) encoded as ILPs. Real-world instances from two applications from bioinformatics, finding monotone subsystems in gene regulatory networks (http://dx.doi.org/10.1007/s10878-009-9212-2) and finding optimal layouts of tanglegrams (http://dx.doi.org/10.1007/978-3-642-11269-0). Solved by Gurobi 4.6 (8 threads) in about four days after a variable transformation reducing symmetry.
MIPLIB Entry

Parent Instance (toll-like)

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

toll-like Raw toll-like Decomposed toll-like Composite of MIC top 5 toll-like Composite of MIPLIB top 5 toll-like 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.
neos17 decomposed liu decomposed vpphard decomposed s55 decomposed s1234 decomposed
Name neos17 [MIPLIB] liu [MIPLIB] vpphard [MIPLIB] s55 [MIPLIB] s1234 [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 / 1.070 2 / 1.095 3 / 1.107 4 / 1.155 5 / 1.222
Raw These images represent the CCM images in their raw forms (before any decomposition was applied) for the MIC top 5.
neos17 raw liu raw vpphard raw s55 raw s1234 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.
vpphard2 decomposed tanglegram6 decomposed tanglegram4 decomposed p0201 decomposed neos18 decomposed
Name vpphard2 [MIPLIB] tanglegram6 [MIPLIB] tanglegram4 [MIPLIB] p0201 [MIPLIB] neos18 [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.
7 / 1.278 29 / 1.349 70 / 1.427 105 / 1.463 561 / 1.753
Raw These images represent the CCM images in their raw forms (before any decomposition was applied) for the MIPLIB top 5.
vpphard2 raw tanglegram6 raw tanglegram4 raw p0201 raw neos18 raw

Instance Summary

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

INSTANCE SUBMITTER DESCRIPTION ISS RANK
Parent Instance toll-like [MIPLIB] Falk Hueffner The NP-hard Balanced Subgraph problem (variant of MaxCut) encoded as ILPs. Real-world instances from two applications from bioinformatics, finding monotone subsystems in gene regulatory networks (http://dx.doi.org/10.1007/s10878-009-9212-2) and finding optimal layouts of tanglegrams (http://dx.doi.org/10.1007/978-3-642-11269-0). Solved by Gurobi 4.6 (8 threads) in about four days after a variable transformation reducing symmetry. 0.000000 -
MIC Top 5 neos17 [MIPLIB] NEOS Server Submission Imported from the MIPLIB2010 submissions. 1.070019 1
liu [MIPLIB] X. Liu Floorplan and placement problem in the physical design of VLSI circuits 1.094623 2
vpphard [MIPLIB] C. Cardonha Vehicle positioning problem instance 1.106881 3
s55 [MIPLIB] Daniel Espinoza Wine Scheduling problem with 55 jobs and four processing machines 1.155021 4
s1234 [MIPLIB] Siwei Sun These models come from my cryptographic research and are used to search for the best differential characteristics of the round-reduced versions of the block cipher Serpent with the mixed-integer programming technique. For all the models, including S1234.lp, S56701.lp, S456701.lp, I have found a feasible solution in the corresponding mst file. The challenge is that can we find better solutions or can we find the best solutions. 1.222425 5
MIPLIB Top 5 vpphard2 [MIPLIB] C. Cardonha Vehicle positioning problem instance. Solved using CPLEX 12.4 in 43987 seconds (May 2012). Solved using Gurobi 5.6.2 in 124 seconds (May 2014).Solved using CPLEX 12.6 in 225 seconds (May 2014). 1.278115 7
tanglegram6 [MIPLIB] Falk Hueffner The NP-hard Balanced Subgraph problem (variant of MaxCut) encoded as ILPs. Real-world instances from two applications from bioinformatics, finding monotone subsystems in gene regulatory networks (http://dx.doi.org/10.1007/s10878-009-9212-2) and finding optimal layouts of tanglegrams (http://dx.doi.org/10.1007/978-3-642-11269-0). 1.349456 29
tanglegram4 [MIPLIB] Falk Hueffner The NP-hard Balanced Subgraph problem (variant of MaxCut) encoded as ILPs. Real-world instances from two applications from bioinformatics, finding monotone subsystems in gene regulatory networks (http://dx.doi.org/10.1007/s10878-009-9212-2) and finding optimal layouts of tanglegrams (http://dx.doi.org/10.1007/978-3-642-11269-0). 1.427500 70
p0201 [MIPLIB] MIPLIB submission pool Imported from the MIPLIB2010 submissions. 1.462506 105
neos18 [MIPLIB] NEOS Server Submission Instance coming from the NEOS Server with unknown application 1.752735 561


toll-like: Instance-to-Model Comparison Results

Model Group Assignment from MIPLIB: huefner
Assigned Model Group Rank/ISS in the MIC: 1 / 1.172

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: huefner Model group: markshare Model group: scp Model group: neos-pseudoapplication-74 Model group: neos-pseudoapplication-109
Name huefner markshare scp neos-pseudoapplication-74 neos-pseudoapplication-109
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 / 1.172 2 / 1.617 3 / 1.631 4 / 1.657 5 / 1.700

Model Group Summary

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

MODEL GROUP SUBMITTER DESCRIPTION ISS RANK
MIC Top 5 huefner Falk Hueffner The NP-hard Balanced Subgraph problem (variant of MaxCut) encoded as ILPs. Real-world models from two applications from bioinformatics, finding monotone subsystems in gene regulatory networks (http://dx.doi.org/10.1007/s10878-009-9212-2) and finding optimal layouts of tanglegrams (http://dx.doi.org/10.1007/978-3-642-11269-0). 1.172349 1
markshare G. Cornuéjols, M. Dawande Market sharing problem 1.617267 2
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 1.630637 3
neos-pseudoapplication-74 Jeff Linderoth (None provided) 1.657305 4
neos-pseudoapplication-109 Jeff Linderoth (None provided) 1.699577 5