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Citemap Results about pits_lda HOT 5 CLOSED

amritbhanu avatar amritbhanu commented on July 20, 2024
Citemap Results

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Comments (5)

bigfatnoob avatar bigfatnoob commented on July 20, 2024

@amritbhanu Are u suggesting I use 22 topics ? Should I use stemming as well ?

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amritbhanu avatar amritbhanu commented on July 20, 2024

There can be various set of parameters which can be used but yes k=22 and a=0.847433736937, b = 0.763774618977 is one set which has produced much more stable topics.

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amritbhanu avatar amritbhanu commented on July 20, 2024

Havent evaluated the difference between stemming and non-stemming.

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bigfatnoob avatar bigfatnoob commented on July 20, 2024

Cool thanks :-)

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amritbhanu avatar amritbhanu commented on July 20, 2024

@bigfatnoob

Results with no stemming.

file

F=0.3, CR=0.7, pop=10. Dictionary(term overlap)=parameter set.
6: [66, 0.8871236639063113, 0.4584848109690106], 7: [74, 0.813102987144354, 0.8350755806362212], 8: [88, 0.9085155365667247, 0.4072418684579848]

F=0.7, CR=0.3, pop=10. Dictionary(term overlap)=parameter set.
6: [49, 0.9686962795841904, 0.4584848109690106], 7: [95, 0.6955101606974748, 0.389467127877842], 8: [88, 0.9085155365667247, 0.4072418684579848]
  • From these looks like when no stemming is done, then the cluster size needs to be large. The best is with k=49

Topics with k=49

Topic 0: software analysis reverse systems approach using tool design maintenance automated 
Topic 1: software using approach systems analysis code paper data study tool 
Topic 2: software analysis using code automated systems maintenance study approach tool 
Topic 3: software systems analysis tool using maintenance reverse evolution programming approach 
Topic 4: information business leads technology company software division vice corporate extraction 
Topic 5: hierarchies traits software analysis programming using systems decomposing reverse tool 
Topic 6: software analysis using reverse programming tool approach data study systems 
Topic 7: program dynamic static analysis programs slicing applications algorithms concurrent slices 
Topic 8: software using systems tool analysis reverse code paper visualization study 
Topic 9: software systems using tool analysis evolution study approach maintenance design 
Topic 10: software systems using approach analysis evolution automated code tool data 
Topic 11: software analysis systems tool using evolution approach paper reverse maintenance 
Topic 12: testing mutation operators selection adequacy software mutants testability operator test 
Topic 13: cognitive software using analysis comprehension systems study paper understanding automated 
Topic 14: software using analysis systems programming code approach evolution maintenance automated 
Topic 15: software reverse maintenance using systems approach tool analysis engineering design 
Topic 16: software using analysis systems reverse approach code tool evolution programming 
Topic 17: software using analysis tool systems approach programming legacy case visualization 
Topic 18: software engineering development process research project quality projects maintenance paper 
Topic 19: software using analysis systems tool approach maintenance study reverse programming 
Topic 20: software systems analysis using reverse automated tool approach case design 
Topic 21: software using systems case analysis evolution tool approach automated maintenance 
Topic 22: software systems analysis tool case code using study approach legacy 
Topic 23: software systems maintenance approach study analysis using reverse code evolution 
Topic 24: software using analysis systems reverse programming tool approach maintenance code 
Topic 25: software analysis systems using reverse automated study tool visualization approach 
Topic 26: monitoring energy monitor consumption runtime applications data using efficiency processing 
Topic 27: software systems analysis using study tool approach programming evolution design 
Topic 28: software using reverse tool analysis maintenance study systems approach case 
Topic 29: model based systems design language approach models paper components architecture 
Topic 30: software reengineering using systems analysis approach maintenance paper tool design 
Topic 31: software systems tool analysis maintenance using design approach case tools 
Topic 32: software using analysis maintenance systems reverse tool programming understanding approach 
Topic 33: languages programming software documents ranging natural reverse artifact subject diagram 
Topic 34: software analysis using systems tool approach study reverse data visualization 
Topic 35: software using analysis reverse evolution approach tool code study systems 
Topic 36: software using systems analysis legacy approach study paper automated maintenance 
Topic 37: software analysis maintenance using evolution tool study systems automated case 
Topic 38: methods invariants solution optimal loop search known advantage factor array 
Topic 39: software analysis reverse approach tool systems using engineering reengineering evolution 
Topic 40: software evolution analysis systems study approach using understanding case code 
Topic 41: software systems using analysis reengineering design tool reverse paper code 
Topic 42: mobile applications platform devices data kernel linux platforms android device 
Topic 43: classes antipatterns affected performed certain scc class change systems antipattern 
Topic 44: software analysis using code reverse evolution tools maintenance systems approach 
Topic 45: code source test approach software based paper results analysis program 
Topic 46: software systems tool analysis using programming evolution maintenance study paper 
Topic 47: formal experiment special members methods reasons easier conference carried designed 
Topic 48: software using analysis systems approach engineering reverse study reengineering maintenance 

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