%PDF-1.5 % 1 0 obj << /S /GoTo /D (section.1) >> endobj 4 0 obj (INTRODUCTION) endobj 5 0 obj << /S /GoTo /D (section.2) >> endobj 8 0 obj (RESEARCH METHOD) endobj 9 0 obj << /S /GoTo /D (subsection.2.1) >> endobj 12 0 obj (Data Source) endobj 13 0 obj << /S /GoTo /D (subsection.2.2) >> endobj 16 0 obj (Data Cleaning) endobj 17 0 obj << /S /GoTo /D (subsection.2.3) >> endobj 20 0 obj (Label Encoding) endobj 21 0 obj << /S /GoTo /D (subsection.2.4) >> endobj 24 0 obj (Data Normalization) endobj 25 0 obj << /S /GoTo /D (subsection.2.5) >> endobj 28 0 obj (Feature Selection) endobj 29 0 obj << /S /GoTo /D (subsection.2.6) >> endobj 32 0 obj (Resampling) endobj 33 0 obj << /S /GoTo /D (subsection.2.7) >> endobj 36 0 obj (Data Splitting) endobj 37 0 obj << /S /GoTo /D (subsection.2.8) >> endobj 40 0 obj (Hyper Parameter Tuning GridSearch \046 RandomSearch) endobj 41 0 obj << /S /GoTo /D (subsection.2.9) >> endobj 44 0 obj (Categorical Boosting) endobj 45 0 obj << /S /GoTo /D (subsection.2.10) >> endobj 48 0 obj (Light Gradient Boosting) endobj 49 0 obj << /S /GoTo /D (subsection.2.11) >> endobj 52 0 obj (Histogram Gradient Boosting) endobj 53 0 obj << /S /GoTo /D (subsection.2.12) >> endobj 56 0 obj (Extreme Gradient Boosting) endobj 57 0 obj << /S /GoTo /D (subsection.2.13) >> endobj 60 0 obj (Evaluation) endobj 61 0 obj << /S /GoTo /D (section.3) >> endobj 64 0 obj (RESULT AND ANALYSIS) endobj 65 0 obj << /S /GoTo /D (subsection.3.1) >> endobj 68 0 obj (Comparison of Confusion Matrix) endobj 69 0 obj << /S /GoTo /D (subsection.3.2) >> endobj 72 0 obj (Comparison of Evaluation Metrics and Time Execution) endobj 73 0 obj << /S /GoTo /D (subsection.3.3) >> endobj 76 0 obj (Comparison with Other Methods in Previous Research) endobj 77 0 obj << /S /GoTo /D (section.4) >> endobj 80 0 obj (CONCLUSION) endobj 81 0 obj << /S /GoTo /D (section.5) >> endobj 84 0 obj (ACKNOWLEDGEMENTS) endobj 85 0 obj << /S /GoTo /D (section.6) >> endobj 88 0 obj (DECLARATIONS) endobj 89 0 obj << /S /GoTo /D [90 0 R /Fit] >> endobj 99 0 obj << /Length 2822 /Filter /FlateDecode >> stream xڭr6_j-'?cO&7U[<$,1۸(J\ڼHh4ޟ}p^ EiD)`aqLQ!~ oe%#8 "Z[r@-SaP=ųO *¦d_tB TK BӰ)2Ư{lcSV[F0>cgHQST #tqL$h\YY֪Un=&|LoWyV ('8v oh<{p匸 NA<d/ X/ (O)@T:1R˃8@BW0;eELd!&x"HnPQV "p4?d%%O{[" (ň=N6 'BqFRN]Yg^[컦^U)1ӱSF &-E)IFRdEfamaP3Wm"t£)i/y $ `^9G9R Gv{,j8J>o5S˿r0ɥA%=#bH60IDm0MfUV{zWi={Q+YZE/A\hNjpcu"cXX7p3Z~׾JSO#^=n{k`(A*$K.@&k?%{:d-NaPd/-~_ $ިUm;ĉ)qaozaP-h4-+˘.9C4 ,kgC?46}7'汇phqʢGNz8-AqHƂh,v6սv \>&<`sQi\/z1qԳ^v)"='+: Xg`)Y'C5>'Ζ$ fT_uWZZ=]+W9WHseG'KRĒu_NJԤiOkL0xR6,D°A i!go)b,"u4N[K)J$XjFo0(] a'_(̫.W].Ӡ?bV+ф0F"87sY1}?\CPHh @_D~{b쿶5{ĻJVnqgݳ4PUHfC'&4JP5ŦAݵ9eaF]s E.HW"tc&Goݿ:cqQQultk UBR~?⓫7!\IG\SOz`Vk?xSHL?> endobj 92 0 obj << /Type /XObject /Subtype /Image /Width 2000 /Height 705 /BitsPerComponent 8 /ColorSpace /DeviceRGB /SMask 110 0 R /Length 72621 /Filter /FlateDecode >> stream xwTP6i"]B3VEذ]&X1Dc椪h1I+<T=3Y<:s=s{f^zB!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!B!"˘v6#p@@U{ݧkvdlwtr,zmEjikiiů[)(CܚZZZ(I=EnqJERogs;@zuu sHX!ZΖPݕV (U/^#^hjS6pJ Nd{)GT"48]]vjw܌ P6cco~;@o~;v@ov@vrW4@)'cc? x{ D_80RUDWv"ٶ5151:.:╈)F=(pP/^^[y85ilie)tjalg^  >iv䜨eW%R27dm\b҅3?y۶C-[ٚuU__XR=.l97oֺmξ :vi,[[nBDaVG-@~; _%yQ1Q!۶122zISؽWV]U@4+׮OPZ$T$ƆFnCikQ.cvVl08Yf})AԴgc֯]ɘPR6>ɫ9o mܤȨy Qt٪eC<ۇ[m36tٛΚihhH}󋌚_Z@@~; -&OHcNкa/^sD䖰3xN(/JժuB֬KgP9@]rYӖhii5k,8$8}(VveTޫ{TL@[dmILK?mаDž ߭gw_AvmZmӪu+R`ck#p sS_kޢ_ wgdžqƔ;mܙ*̼-/ 0K.N]2[AFDFOr]3v8{{zyiN+g 3f2ᎌ+zJ\@;JW]51|_??Ww7CCO|8:9v]8V- #婥ł.K_Ig@K C-,,(hpKXTY̐@М{Ȅ1;v022Z^y]\ (&*$.ʨV[p+.]ʓwdd1Ԅ"l@PWZ4*ȽJgsɿµ4c˃)XGu Ĵn=RJ˯Wrz2Cv@,_4joR]~~sݒX,gVvQjN8"00HeyHsr/_@-&OjۡelP࠘Jv2*8o}}sx K㢛lAi} ]w+Q=`p-0262=,cfF5n \l >4jF9tu^t@œZmVvfe*g^DNVaMaO;#~ . 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