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243],instal:[1,2,6,7,8,9,10,13,17,22,24,26,92,96,98,177,209,236,237,239,240,241,242,243,244,245,246,248,249],instanc:[0,5,8,9,10,13,20,22,25,26,40,47,52,56,58,60,61,65,67,69,73,75,76,81,96,97,100,106,111,141,142,150,159,161,166,176,177,194,198,200,202,203,204,205,206,207,236,237,238,239,240,241,242,243,245,246,248,252],instant:65,instantan:[60,92,96,98,177,226],instanti:209,instead:[8,9,10,11,12,13,21,27,41,44,45,46,51,55,58,59,60,62,66,67,71,73,74,76,78,79,80,81,84,85,99,100,106,109,124,129,135,140,142,143,145,166,172,174,179,181,191,194,195,197,198,199,200,201,202,203,204,205,206,207,209,226,236,237,239,240,241,243,244,246,247,248],instruct:[13,22,26],insuffici:[236,248],insult:0,int32:[41,59,179],int_0:[128,129],int_rank:138,integ:[47,58,60,81,209,236,243,244],integr:13,intel:5,intellig:[21,60,108,131,181,185,186,192,193],intend:205,interact:[44,45,226,227,228,229,243,246,247],interest:[0,2,9,10,166,210,211,212,213,214,215,216,217,218,219,220,222,223,244,249],interfac:[14,15,18,20,21,27,61,81,181,246],intermedi:[73,81,97,247],intern:[4,9,10,43,44,45,60,65,68,81,104,106,108,114,120,121,138,151,175,182,185,186,188,189,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,240,241,243],internet:[13,22,26],internship:5,interpret:[58,221,231,236,237,239,240,241,242,243,244,245,248,249],interrupt:[25,58],interv:[10,46,47,60,62,73,74,75,83,86,107,113,114,128,133,166,180,182,190,204,208,239,243],intrigu:243,introduc:[1,9,10,13,22,26,51,114,145,146,238],introduct:[6,7,10,24,56],intuit:[27,96,98,161],invalid:[243,244],invers:[44,56,67,74,106],inverse_expon:152,inverse_permut:67,invert:[44,52,210,212,219],investig:0,invgamma:131,involv:[13,22,26,138],iot:10,ipykernel:245,ipykernel_launch:244,ipynb:[13,246],ipython:[55,236,237,238,239,240,241,242,243,244,245,248,249],iron:65,is_a_true_numb:[96,97,161],is_absorb:209,is_access:56,ischangingateachrepetit:47,isclos:[106,237],isdir:237,isdynam:47,isfil:237,isinf:[243,244],isinst:[237,243],ismarkovian:47,isnan:244,issort:[27,213,219],issu:[0,4,5,13,22,25,26,47,52,53,67,73,76,93,104,105,106,119,124,209,232,236,239],ist:87,item:[60,236,237,239,240,241,242,243,245,248],itemgett:58,iter:[40,47,56,58,60,67,89,110,176,177,206,209,236,243],its:[0,5,6,10,12,13,24,25,33,34,41,47,56,59,65,67,74,76,81,99,100,105,107,113,121,131,145,179,182,189,190,191,194,195,198,199,200,202,203,204,205,206,207,209,238,239,241,244,246,252],itself:201,izip:58,j_k:[194,195],j_m:194,jacm06:190,jain:51,jan:[],januari:[10,11],jedi:[236,239,240,241,242,243,244,245,248],jit:[40,41,59,176,179,236,243,247],jmlr:[13,22,26,66,85,110,115,118,124,128,134,143,175,234],jmontgom:56,job:[5,8,58,210,211,212,213,214,215,216,217,218,219,220,222,223,236,237,238,240,241,242,243,245,248],joblib:[6,7,8,10,13,16,22,24,26,42,44,45,58,236,237,238,239,240,241,242,245,248],joblib_temp_fold:58,john:166,join:[237,243],joint:[106,108,237,241,243],joke:65,jonhathan:10,josian:10,joss:13,jouini:99,journal:[10,87,190],json:[4,27,221,231],json_configur:[221,231],juli:[13,22,26],julia:[93,252],julian:152,julien:[10,37,38,48,105,108,135,139],jump:56,june:56,jupit:246,jupyt:[13,22,26,234,236,237,238,239,240,241,242,243,245,248,250],jupyter_notebook:13,just:[1,2,5,8,9,10,12,13,20,21,22,23,26,47,55,61,65,67,73,74,75,76,80,81,83,84,96,98,99,106,113,114,120,121,138,141,143,145,151,152,159,161,166,173,174,177,181,191,197,210,212,219,226,227,228,229,237,238,239,240,241,242,245,252],justif:10,justifi:[10,117],k_i:158,k_k:158,k_t:[18,20,21,61,181],kalathil:47,kalyani:[10,79],kappa:[10,140],kaufmann:[5,6,7,9,12,13,24,43,45,65,70,81,104,106,194,195,240,241,243,244],kde:248,kearn:108,keep:[1,44,45,55,58,60,65,67,73,74,76,78,79,80,81,90,104,106,119,125,129,138,140,141,142,151,152,155,159,166,172,194,199,204,209,235,240,241],keep_the_same_rank:198,kei:[25,47,56,58,237,239,243],kemeni:56,kemeny_const:56,kendal:57,kendalltau:57,kendel:[236,248],kept:[5,138,198],kera:5,kerneldens:[100,248],kernprof:235,kevin:56,key_typ:52,keyerror:[236,238,240,241,242,248],keyword:[197,241],khinchin:56,khuller:190,ki_funct:158,ki_vector:158,kib:[44,45,52,235,237,252],kick:159,kill:25,kilo:60,kim:[136,137],kind:[20,43,47,61,190,246,250,252],king:65,kiwisolv:[236,239,240,241,242,243,245,248],kl_after:243,kl_befor:243,klbern:[40,77,106,110,176,177,243],klbern_cython:[243,247],klbern_numba:247,klbern_vect:[40,176,177],klbin:[40,176,177],klempucb:[18,20,61,88],klexp:[40,176,177,210,211,213,214,216,218],klgamma:[40,176,177],klgauss:[40,106,110,176,177,210,211,213,214,216,218,243],klgauss_cython:247,klgauss_numba:247,klgauss_vect:[40,124,176,177],kllcb:[40,176],kllcbbern:[40,176],kllcbexp:[40,176],kllcbgauss:[40,176],kllcbpoisson:[40,176],klmax:[40,90,176],klnegbin:[40,176,177],klpoisson:[40,176,177],klucb:[4,6,7,9,10,12,13,20,40,61,67,76,80,96,97,101,102,135,138,141,142,145,146,161,168,169,170,171,172,173,174,175,176,177,194,198,200,202,203,204,205,206,207,209,210,211,212,213,214,216,218,219,223,230,233,236,237,241,242,248,249,252],klucb_forglr:[10,61,106,174,216,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Covenant Code of Conduct","On Github Issues and Pull Requests","New issue :boom: !","Issues from https://github.com/SMPyBandits/SMPyBandits/issues","Short documentation of the API","About parallel computations","<strong>Policy aggregation algorithms</strong>","<strong>Doubling Trick for Multi-Armed Bandits</strong>","How to run the code ?","<strong>Multi-players simulation environment</strong>","<strong>Non-Stationary Stochastic Multi-Armed Bandits</strong>","A note on execution times, speed and profiling","List of research publications using Lilian Besson\u2019s SMPyBandits project","<em>SMPyBandits</em>","Arms","C_Interface","Environments","Fast C versions of the utilities in <code class=\"docutils literal notranslate\"><span class=\"pre\">kullpack.py</span></code>","Single-Player policies","Posteriors for Bayesian Index policies:","Single-Player policies","Multi-Player policies","<em>SMPyBandits</em>","Include","<strong>Structure and Sparsity of Stochastic Multi-Armed Bandits</strong>",":boom: TODO","<em>SMPyBandits</em>","Arms package","Arms.Arm module","Arms.Bernoulli module","Arms.Binomial module","Arms.Constant module","Arms.DiscreteArm module","Arms.Exponential module","Arms.Gamma module","Arms.Gaussian module","Arms.Poisson module","Arms.RestedRottingArm module","Arms.RestlessArm module","Arms.UniformArm module","Arms.kullback module","Arms.usenumba module","Environment package","Environment.CollisionModels module","Environment.Evaluator module","Environment.EvaluatorMultiPlayers module","Environment.EvaluatorSparseMultiPlayers module","Environment.MAB module","Environment.MAB_rotting module","Environment.Result module","Environment.ResultMultiPlayers module","Environment.fairnessMeasures module","Environment.memory_consumption module","Environment.notify module","Environment.plot_Cmu_HOI module","Environment.plotsettings module","Environment.pykov module","Environment.sortedDistance module","Environment.usejoblib module","Environment.usenumba module","Environment.usetqdm module","Policies package","Policies.AdBandits module","Policies.AdSwitch module","Policies.AdSwitchNew module","Policies.Aggregator module","Policies.ApproximatedFHGittins module","Policies.BESA module","Policies.BasePolicy module","Policies.BaseWrapperPolicy module","Policies.BayesUCB module","Policies.BayesianIndexPolicy module","Policies.BoltzmannGumbel module","Policies.CD_UCB module","Policies.CORRAL module","Policies.CPUCB module","Policies.CUSUM_UCB module","Policies.DMED module","Policies.DiscountedBayesianIndexPolicy module","Policies.DiscountedThompson module","Policies.DiscountedUCB module","Policies.DoublingTrickWrapper module","Policies.EmpiricalMeans module","Policies.EpsilonGreedy module","Policies.Exp3 module","Policies.Exp3PlusPlus module","Policies.Exp3R module","Policies.Exp3S module","Policies.Experimentals package","Policies.Experimentals.BlackBoxOpt module","Policies.Experimentals.KLempUCB module","Policies.Experimentals.ThompsonRobust module","Policies.Experimentals.UCBcython module","Policies.Experimentals.UCBjulia module","Policies.Experimentals.UCBlog10 module","Policies.Experimentals.UCBlog10alpha module","Policies.Experimentals.UCBoost_cython module","Policies.Experimentals.UCBoost_faster module","Policies.Experimentals.UCBoost_faster_cython module","Policies.Experimentals.UCBwrong module","Policies.Experimentals.UnsupervisedLearning module","Policies.Experimentals.klUCBlog10 module","Policies.Experimentals.klUCBloglog10 module","Policies.Experimentals.setup module","Policies.ExploreThenCommit module","Policies.FEWA module","Policies.GLR_UCB module","Policies.GenericAggregation module","Policies.GreedyOracle module","Policies.Hedge module","Policies.IMED module","Policies.IndexPolicy module","Policies.LM_DSEE module","Policies.LearnExp module","Policies.MEGA module","Policies.MOSS module","Policies.MOSSAnytime module","Policies.MOSSExperimental module","Policies.MOSSH module","Policies.Monitored_UCB module","Policies.MusicalChair module","Policies.MusicalChairNoSensing module","Policies.OCUCB module","Policies.OCUCBH module","Policies.OSSB module","Policies.OracleSequentiallyRestartPolicy module","Policies.PHE module","Policies.Posterior package","Policies.Posterior.Beta module","Policies.Posterior.DiscountedBeta module","Policies.Posterior.Gamma module","Policies.Posterior.Gauss module","Policies.Posterior.Posterior module","Policies.Posterior.with_proba module","Policies.ProbabilityPursuit module","Policies.RAWUCB module","Policies.RCB module","Policies.RandomizedIndexPolicy module","Policies.SIC_MMAB module","Policies.SWA module","Policies.SWHash_UCB module","Policies.SlidingWindowRestart module","Policies.SlidingWindowUCB module","Policies.Softmax module","Policies.SparseUCB module","Policies.SparseWrapper module","Policies.SparseklUCB module","Policies.SuccessiveElimination module","Policies.TakeFixedArm module","Policies.TakeRandomFixedArm module","Policies.Thompson module","Policies.TrekkingTSN module","Policies.TsallisInf module","Policies.UCB module","Policies.UCBH module","Policies.UCBV module","Policies.UCBVtuned module","Policies.UCBalpha module","Policies.UCBdagger module","Policies.UCBimproved module","Policies.UCBmin module","Policies.UCBoost module","Policies.UCBplus module","Policies.UCBrandomInit module","Policies.Uniform module","Policies.UniformOnSome module","Policies.WrapRange module","Policies.klUCB module","Policies.klUCBH module","Policies.klUCBHPlus module","Policies.klUCBPlus module","Policies.klUCBPlusPlus module","Policies.klUCB_forGLR module","Policies.klUCBloglog module","Policies.klUCBloglog_forGLR module","Policies.klUCBswitch module","Policies.kullback module","Policies.kullback_cython module","Policies.setup module","Policies.usenumba module","Policies.with_proba module","PoliciesMultiPlayers package","PoliciesMultiPlayers.ALOHA module","PoliciesMultiPlayers.BaseCentralizedPolicy module","PoliciesMultiPlayers.BaseMPPolicy module","PoliciesMultiPlayers.CentralizedCycling module","PoliciesMultiPlayers.CentralizedFixed module","PoliciesMultiPlayers.CentralizedIMP module","PoliciesMultiPlayers.CentralizedMultiplePlay module","PoliciesMultiPlayers.ChildPointer module","PoliciesMultiPlayers.DepRound module","PoliciesMultiPlayers.EstimateM module","PoliciesMultiPlayers.OracleFair module","PoliciesMultiPlayers.OracleNotFair module","PoliciesMultiPlayers.RandTopM module","PoliciesMultiPlayers.RandTopMEst module","PoliciesMultiPlayers.Scenario1 module","PoliciesMultiPlayers.Selfish module","PoliciesMultiPlayers.rhoCentralized module","PoliciesMultiPlayers.rhoEst module","PoliciesMultiPlayers.rhoLearn module","PoliciesMultiPlayers.rhoLearnEst module","PoliciesMultiPlayers.rhoLearnExp3 module","PoliciesMultiPlayers.rhoRand module","PoliciesMultiPlayers.rhoRandALOHA module","PoliciesMultiPlayers.rhoRandRand module","PoliciesMultiPlayers.rhoRandRotating module","PoliciesMultiPlayers.rhoRandSticky module","PoliciesMultiPlayers.with_proba module","complete_tree_exploration_for_MP_bandits module","configuration module","configuration_all_singleplayer module","configuration_comparing_aggregation_algorithms module","configuration_comparing_doubling_algorithms module","configuration_markovian module","configuration_multiplayers module","configuration_multiplayers_nonstationary module","configuration_multiplayers_with_aggregation module","configuration_nonstationary module","configuration_sparse module","configuration_sparse_multiplayers module","env_client module","example_of_configuration_multiplayers module","example_of_configuration_singleplayer module","example_of_main_multiplayers_more module","example_of_main_singleplayer module","main module","main_multiplayers module","main_multiplayers_more module","main_sparse_multiplayers module","SMPyBandits modules","policy_server module","save_configuration_for_reproducibility module","very_simple_configuration module","Welcome to SMPyBandits documentation!","<code class=\"docutils literal notranslate\"><span class=\"pre\">logs</span></code> files","Table of Contents","Table of Contents","Table of Contents","Table of Contents","Table of Contents","Table of Contents","Table of Contents","Table of Contents","Table of Contents","Table of Contents","Jupyter Notebooks :notebook: by Naereen @ GitHub","Table of Contents","Table of Contents","Table of Contents","List of notebooks for SMPyBandits","A few other research script","Some illustrations for this project","UML diagrams"],titleterms:{"1st":[12,13],"2nd":[12,13],"3rd":[12,13],"4th":[12,13],"break":245,"case":244,"class":253,"function":[243,244,247],"import":238,"new":[1,2,4],"public":[12,13],"short":4,"static":246,"try":[5,236,244,248],Adding:1,For:[4,7,243],IMED:110,Not:248,The:238,Using:[8,236,248],With:239,about:[5,12,13,244],activ:246,adbandit:62,add:4,adswitch:63,adswitchnew:64,aggreg:[6,8,12,13,65,248,252],aka:[12,13],alarm:243,algorithm:[6,8,10,12,13,25,236,237,238,240,241,242,243,245,248,252],all:[237,243],aloha:182,also:236,anoth:[236,248],api:[4,18,20,21],applic:10,approach:[5,11],approximatedfhgittin:66,arm:[4,6,7,10,12,13,14,22,24,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,236,237,238,239,240,241,242,245,248,253],articl:[7,10,12,13,24],aspect:25,attribut:0,awar:252,bandit:[7,8,10,12,13,24,25,236,237,245,248],basecentralizedpolici:183,basemppolici:184,basepolici:68,basewrapperpolici:69,basic:248,bayesian:[19,236],bayesianindexpolici:71,bayesucb:70,bernoulli:[6,7,24,29,236,237,238,239,240,241,242,243,245,247,248],bernoulliglr:243,besa:67,besson:12,beta:128,better:[11,25,237],binomi:30,black:236,blackboxopt:89,boltzmanngumbel:72,boom:[2,13,25,246],bound:[244,245],box:236,bridg:25,bug:1,build:17,c_interfac:15,cd_ucb:73,central:240,centralizedcycl:185,centralizedfix:186,centralizedimp:187,centralizedmultipleplai:188,chang:[4,237,243,249],cheat:244,check:[237,243],childpoint:189,cite:[13,22,26,234],clean:[17,25],close:239,cluster:5,code:[0,4,8,9,25],colab:246,collis:9,collisionmodel:43,com:3,compar:[8,236,240,241,243,248],comparison:10,complete_tree_exploration_for_mp_bandit:209,complex:[236,248],comput:[5,243],conclus:[236,238,239,243,244,245,248],conduct:0,configur:[4,6,7,9,10,24,210,236,248],configuration_all_singleplay:211,configuration_comparing_aggregation_algorithm:212,configuration_comparing_doubling_algorithm:213,configuration_markovian:214,configuration_multiplay:215,configuration_multiplayers_nonstationari:216,configuration_multiplayers_with_aggreg:217,configuration_nonstationari:218,configuration_spars:219,configuration_sparse_multiplay:220,constant:[31,239],consumpt:[10,235,252],content:[236,237,238,239,240,241,242,243,244,245,247,248,249],contextu:25,contribut:[1,13,22,26],contributor:0,core:[5,243],corral:74,coven:0,cpucb:75,creat:[236,237,238,239,240,241,242,245,248,249],custom:4,cusum:243,cusum_ucb:76,cython:17,data:[243,248,249,252],decid:248,defin:244,delai:243,demonstr:[237,252],depend:244,depround:190,design:9,detail:9,detect:[243,249],diagram:[4,253],did:5,differ:[8,10,241,243,244,252],discountedbayesianindexpolici:78,discountedbeta:129,discountedthompson:79,discounteducb:80,discretearm:32,dmed:77,document:[4,25,234,246],doubl:[7,8,12,13,244,252],doublingtrickwrapp:81,dynam:[25,246],easi:[6,7,243],easili:239,effici:[243,248],empiricalmean:[82,238],end:252,enforc:0,ensembl:6,env:8,env_client:221,environ:[9,16,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,246,253],epsilongreedi:83,estimatem:191,evalu:[44,237,238,242,245],evaluatormultiplay:[45,240,241],evaluatorsparsemultiplay:46,even:[11,238],exampl:[1,10,24,235,240,241,242,243],example_of_configuration_multiplay:222,example_of_configuration_singleplay:223,example_of_main_multiplayers_mor:224,example_of_main_singleplay:225,execut:11,exp3:[84,87],exp3plusplu:85,exp3r:86,experi:[6,7,9,10,13,22,24,26,236,243,246,248],experiment:[18,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,253],explan:6,exploit:4,explor:[243,244,248],explorethencommit:104,exponenti:[6,7,33,239,244],fair:9,fairnessmeasur:51,fake:243,fals:243,fast:17,featur:1,few:251,fewa:105,file:[235,252],first:[237,238,240,241,242,243,248],fit:248,form:239,formula:239,from:[3,248],full:245,gamma:[34,130,239],gauss:131,gaussian:[6,7,35,236,239,243,248],gener:[243,244,253],genericaggreg:107,geometr:[7,244],get:248,github:[1,3,4,5,6,7,8,9,10,11,12,13,22,24,25,26,235,246,252],global:237,glr:[243,247],glr_ucb:106,good:[236,248],googl:246,gpu:5,graph:[235,252],greedyoracl:108,grid:243,hard:237,harder:[6,243],hdf5:252,hedg:109,helper:[243,244],histogram:252,histori:[10,249],how:[4,6,7,8,9,10,13,22,24,26,234,243,246,253],http:3,idea:[5,6,248],illustr:[6,7,9,10,24,252],imag:243,implement:[5,236,243,248],improv:25,includ:23,index:19,indexpolici:111,indic:[234,249],inform:246,information_desk_person:246,initi:25,interest:[12,13,22,26],intermedi:244,ipython:246,issu:[1,2,3],its:[236,248],jmlr:252,joblib:[5,243],jupyt:[8,246],just:[236,244,248],kernel:248,kind:244,klbern:247,klempucb:90,klgauss:247,klucb:167,klucb_forglr:172,klucbh:168,klucbhplu:169,klucblog10:101,klucbloglog10:102,klucbloglog:173,klucbloglog_forglr:174,klucbplu:170,klucbplusplu:171,klucbswitch:175,kullback:[40,176],kullback_cython:177,kullpack:17,l_t:244,lai:245,larg:5,larger:239,last:244,layout:4,learn:[238,248],learnexp:113,leq:244,librari:25,licens:[4,5,6,7,8,9,10,11,12,13,22,24,25,26,235,246,252],lilian:12,linter:235,list:[12,13,18,20,21,243,246,250],lm_dsee:112,local:[237,246],log:[6,235,244],logarithm:[2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