id sid tid token lemma pos 3484zg66n9k 1 1 the the DET 3484zg66n9k 1 2 multi multi ADJ 3484zg66n9k 1 3 - - ADJ 3484zg66n9k 1 4 period period ADJ 3484zg66n9k 1 5 newsvendor newsvendor PROPN 3484zg66n9k 1 6 problem problem NOUN 3484zg66n9k 1 7 describes describe VERB 3484zg66n9k 1 8 the the DET 3484zg66n9k 1 9 newspaper newspaper NOUN 3484zg66n9k 1 10 salesman salesman NOUN 3484zg66n9k 1 11 's 's PART 3484zg66n9k 1 12 dilemma dilemma NOUN 3484zg66n9k 1 13 --- --- PUNCT 3484zg66n9k 1 14 how how SCONJ 3484zg66n9k 1 15 many many ADJ 3484zg66n9k 1 16 papers paper NOUN 3484zg66n9k 1 17 should should AUX 3484zg66n9k 1 18 he he PRON 3484zg66n9k 1 19 purchase purchase VERB 3484zg66n9k 1 20 each each DET 3484zg66n9k 1 21 day day NOUN 3484zg66n9k 1 22 to to PART 3484zg66n9k 1 23 resell resell VERB 3484zg66n9k 1 24 , , PUNCT 3484zg66n9k 1 25 when when SCONJ 3484zg66n9k 1 26 he he PRON 3484zg66n9k 1 27 does do AUX 3484zg66n9k 1 28 n't not PART 3484zg66n9k 1 29 know know VERB 3484zg66n9k 1 30 the the DET 3484zg66n9k 1 31 demand demand NOUN 3484zg66n9k 1 32 ? ? PUNCT 3484zg66n9k 2 1 we we PRON 3484zg66n9k 2 2 describe describe VERB 3484zg66n9k 2 3 approaches approach NOUN 3484zg66n9k 2 4 for for ADP 3484zg66n9k 2 5 solving solve VERB 3484zg66n9k 2 6 this this DET 3484zg66n9k 2 7 problem problem NOUN 3484zg66n9k 2 8 based base VERB 3484zg66n9k 2 9 on on ADP 3484zg66n9k 2 10 algorithms algorithm NOUN 3484zg66n9k 2 11 for for ADP 3484zg66n9k 2 12 the the DET 3484zg66n9k 2 13 expert expert ADJ 3484zg66n9k 2 14 advice advice NOUN 3484zg66n9k 2 15 problem problem NOUN 3484zg66n9k 2 16 . . PUNCT 3484zg66n9k 3 1 we we PRON 3484zg66n9k 3 2 give give VERB 3484zg66n9k 3 3 bounds bound NOUN 3484zg66n9k 3 4 on on ADP 3484zg66n9k 3 5 the the DET 3484zg66n9k 3 6 regret regret NOUN 3484zg66n9k 3 7 of of ADP 3484zg66n9k 3 8 our our PRON 3484zg66n9k 3 9 algorithms algorithm NOUN 3484zg66n9k 3 10 in in ADP 3484zg66n9k 3 11 terms term NOUN 3484zg66n9k 3 12 of of ADP 3484zg66n9k 3 13 the the DET 3484zg66n9k 3 14 regret regret NOUN 3484zg66n9k 3 15 of of ADP 3484zg66n9k 3 16 the the DET 3484zg66n9k 3 17 static static ADJ 3484zg66n9k 3 18 offline offline ADJ 3484zg66n9k 3 19 optimal optimal ADJ 3484zg66n9k 3 20 algorithm algorithm NOUN 3484zg66n9k 3 21 , , PUNCT 3484zg66n9k 3 22 which which PRON 3484zg66n9k 3 23 chooses choose VERB 3484zg66n9k 3 24 a a DET 3484zg66n9k 3 25 single single ADJ 3484zg66n9k 3 26 order order NOUN 3484zg66n9k 3 27 quantity quantity NOUN 3484zg66n9k 3 28 for for ADP 3484zg66n9k 3 29 all all DET 3484zg66n9k 3 30 periods period NOUN 3484zg66n9k 3 31 which which PRON 3484zg66n9k 3 32 maximizes maximize VERB 3484zg66n9k 3 33 the the DET 3484zg66n9k 3 34 profit profit NOUN 3484zg66n9k 3 35 . . PUNCT 3484zg66n9k 4 1 bounds bound NOUN 3484zg66n9k 4 2 of of ADP 3484zg66n9k 4 3 this this DET 3484zg66n9k 4 4 type type NOUN 3484zg66n9k 4 5 show show NOUN 3484zg66n9k 4 6 that that SCONJ 3484zg66n9k 4 7 the the DET 3484zg66n9k 4 8 approach approach NOUN 3484zg66n9k 4 9 will will AUX 3484zg66n9k 4 10 perform perform VERB 3484zg66n9k 4 11 well well ADV 3484zg66n9k 4 12 in in ADP 3484zg66n9k 4 13 " " PUNCT 3484zg66n9k 4 14 easy easy ADJ 3484zg66n9k 4 15 " " PUNCT 3484zg66n9k 4 16 distributional distributional ADJ 3484zg66n9k 4 17 demand demand NOUN 3484zg66n9k 4 18 situations situation NOUN 3484zg66n9k 4 19 while while SCONJ 3484zg66n9k 4 20 simultaneously simultaneously ADV 3484zg66n9k 4 21 giving give VERB 3484zg66n9k 4 22 guarantees guarantee NOUN 3484zg66n9k 4 23 for for ADP 3484zg66n9k 4 24 all all DET 3484zg66n9k 4 25 situations situation NOUN 3484zg66n9k 4 26 . . PUNCT 3484zg66n9k 5 1 testing test VERB 3484zg66n9k 5 2 the the DET 3484zg66n9k 5 3 algorithms algorithm NOUN 3484zg66n9k 5 4 via via ADP 3484zg66n9k 5 5 simulation simulation NOUN 3484zg66n9k 5 6 we we PRON 3484zg66n9k 5 7 find find VERB 3484zg66n9k 5 8 that that SCONJ 3484zg66n9k 5 9 the the DET 3484zg66n9k 5 10 method method NOUN 3484zg66n9k 5 11 works work VERB 3484zg66n9k 5 12 well well ADV 3484zg66n9k 5 13 in in ADP 3484zg66n9k 5 14 a a DET 3484zg66n9k 5 15 variety variety NOUN 3484zg66n9k 5 16 of of ADP 3484zg66n9k 5 17 circumstances circumstance NOUN 3484zg66n9k 5 18 despite despite SCONJ 3484zg66n9k 5 19 the the DET 3484zg66n9k 5 20 minimal minimal ADJ 3484zg66n9k 5 21 assumptions assumption NOUN 3484zg66n9k 5 22 made make VERB 3484zg66n9k 5 23 . . PUNCT 3484zg66n9k 6 1 finally finally ADV 3484zg66n9k 6 2 , , PUNCT 3484zg66n9k 6 3 in in ADP 3484zg66n9k 6 4 a a DET 3484zg66n9k 6 5 separate separate ADJ 3484zg66n9k 6 6 problem problem NOUN 3484zg66n9k 6 7 related relate VERB 3484zg66n9k 6 8 to to ADP 3484zg66n9k 6 9 distributed distribute VERB 3484zg66n9k 6 10 computing computing NOUN 3484zg66n9k 6 11 , , PUNCT 3484zg66n9k 6 12 we we PRON 3484zg66n9k 6 13 discuss discuss VERB 3484zg66n9k 6 14 a a DET 3484zg66n9k 6 15 new new ADJ 3484zg66n9k 6 16 model model NOUN 3484zg66n9k 6 17 and and CCONJ 3484zg66n9k 6 18 theoretical theoretical ADJ 3484zg66n9k 6 19 results result NOUN 3484zg66n9k 6 20 for for ADP 3484zg66n9k 6 21 minimizing minimize VERB 3484zg66n9k 6 22 the the DET 3484zg66n9k 6 23 time time NOUN 3484zg66n9k 6 24 to to PART 3484zg66n9k 6 25 distribute distribute VERB 3484zg66n9k 6 26 a a DET 3484zg66n9k 6 27 file file NOUN 3484zg66n9k 6 28 throughout throughout ADP 3484zg66n9k 6 29 a a DET 3484zg66n9k 6 30 network network NOUN 3484zg66n9k 6 31 using use VERB 3484zg66n9k 6 32 simple simple ADJ 3484zg66n9k 6 33 tools tool NOUN 3484zg66n9k 6 34 . . PUNCT