ADS Capstone Chronicles Revised

27

wt hiet hSiHn At hPevSaHl uAePs fPoyrt ho uo nr fpi naac kl ma goedteol .cTahl ceu l a t e Te srtei emEaxtpel aS iHnAe rP “vi sa lau ef assftoarntdr eeex ma cot dme el st haondd t o ep no ss es imb lbel eass souf mt rpe teiso, nusnadbeor uste fveeartaul rdei f f e r e n t dTer epeeEnxdpelnaci ne ”e r()L. uFnodl lboewr gi n, g2 0t h1e8 ,c a l c u l a t i o n o f oT ur er ef Ei nxapl l La ii ng he rt G, wB Me gme noedreal t’ se dS HF Ai gPu rvea l5u. e4sbuesl oi nwg wfehaticuhresshoonwps rtehdeicgtlioobnasl. impact of the model’s Figure 5.4 Global SHAP Values for Final LightGBM Model

wi nhdei craet be sl uhei gi nhde ircva at el us el os .wTehruvsa, lwu ee sc aa nn ds eree dt h a t hp iogi hn et sr ) aagree caastseogcoi raiteesd ( wr ei pt hr eas leanrtgeedr apso rs ei tdi vd ee r ipma tpi ea nc tt so na rteh pe rme doidc et el dp rt eo dhi ca tvi eo nh, i gmheearnsi tnogmoal dc he r caas snocceira mt e odrwt ailtiht yarnaitne cs r. eSai ms ei lianr lpyr, ebdeiicntge dm a l e i s mo f orratcael i)t iys raastseowc iha et erde aws ibt he ian gd eWc rhei taes e( iinn t e r m s pSHreAdPicvteadlumesoarltsaolitayllorawteu. s to delve into how fbeeal touwr eds eimn toenr as tcrt awt ei st ht he ea ci nh t oe tr ha ec tr i. oFni gbuertew5e. e5 n at hgee aagned ci af tpeagtoi er ny tfse aa true rBe l aa nc kd. tThheeyx- -aaxxi si s i ss hSoHwAsP v( rael up er es ,s de ne mt i nogn ismt rpa at icnt gotnh pa tr eSdHi Ac tPe dv aml uoerst a l i t y ri na ct er es )a sneosn. -Tl ihneena, rtlhy ei nc corl oe ar sger aa ds ipe antti ef onrt raagcee at hded ps laont owt hheerr ed iwmee snesei otnh.eOl na rtghees tr iSgHh At sPi dv ea loufe s (ailns oo sl deeert hp aa tt ibe enitns g, i Bn dl ai cc ka tfiunrgt hg reer ai tnecsrteraisseks) ,t wh ee St hHeAtPo pv aolfutehseabs atrhse orne dt hpeori ingths tasried ec l ou fs tt ehreepdl oa tt . Ts thoums ,abc he i cnagnBc learcmk aomr t aplliitf yi ersattheei np roel dd iecrt e d pi nattei er anct tsi, odne bmeot wn set er an t ai ngge aann di nrsai gc eh ti fnu ol u r m5 . 6o dbeell. o Twosphroowv si dteh ea rc eolnattri oa sntsi hn igppbl oe tt w, Fei eg nu raeg e ad nr idn kwi hn eg t. hUenrl ickoeuinnt iFeisg uh raev e5 .h5i, gi hn rFai gt eusr eo f5b. 6i n, wg ee saeney wn oh ec rl eeairnctohleo rp dl oi tf f. eTrheenrtei af ot iroen, aogne tahnedb a r s cwoiut hn teya cl ehvoe tl sh eorf bi ni nt ghee dmr oi ndkeiln, gmdeoa nniontgi n t e r a c t wb i hn eg tehde rr i an kc eorusndt yo ehsa ns oat hsiigghn ipf iecracnetnl yt aaglet eorf t h e emf foercttaol ift ya gr ea toeni np rt he da ti cctoeudnsttyo.m a c h c a n c e r

Ws i mh iillea rt ht oe Fy -i ga ux irse o5f. 2F i(gouurre f5e .a4t ul oroe ki ms qpuoirt tea n c e gn roat pohn)l,yi tt hh ea smt ah ge nai dt uddeed obfefneeaftiut roef ismh op wa ci tn, gb uu ts ab ll suoe tthoer de di r er ec tpi roens. eTnht es tchoel ofre ag trua rdei evnatl uf reosm,

118