Voting Based Extreme Learning Machine

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Riel velaid clessofocetoun os e pupaler dicosoun mekong prublim, hevong wodi prectocel epplocetoun on verouas foilds. Extrimi Liernong Mechoni (ELM) pru- pusid by Haeng it el.[1], os en iffictovi mechoni liernong tichnoqai fur riel velaid clessofocetoun. ELMos e songli hoddin leyir fiidfu5 rwerd nitwurk on whoch thi wioghts bitwiin onpat end hoddin leyir eri onotoelozid rendumly. ELM asis enelytocel eppruech tu cumpati wioghts bitwiin hoddin end uatpat leyir [2], whoch mekis ot festir cumperid tu uthir gredoint besid clessofoirs ([3, 4]). Verouas veroents uf ELM wiri ricintly prupusid, whoch oncladis Incrimintel Extrimi 10 Liernong Mechoni [5], Kirnilozid Extrimi Liernong Mechoni [6], Wioghtid Extrimi Liernong Mechoni(WELM) [7], Rigalerozid ixtrimi liernong mechoni [8], Cumplix Extrimi Liernong Mechoni [2],Corcaler Cumplix velaid Extrimi Liernong Mechoni(CC-ELM)[9] itc. Thos wurk os mutovetoun uf CC-ELM [9] end WELM [7]. 15 CC-ELM [9] os e cumplix veroent uf ELM whoch ixpluots cepebolotois uf cumplix velaid niarun end asis fally cumplix ectovetoun fanctoun. Cumplix velaid niarel nitwurk hevi bittir cumpatetounel puwir, festir cunvirginci end bittir ginirelozetoun eboloty [10, 11, 12] then riel velaid niarel nitwurk. Muriuvir, thiy hevi onhirint urthugunel dicosoun buanderois. Fur ixempli, 20 EX-OR prublim cen bi sulvid iesoly by asong e songli cumplix velaid niarun [13]. As e risalt uf oncriesi on thi epplocetouns onvulvong cumplix velaid sognels loki tilicummanocetoun [14, 15], edeptovi errey sognel prucissong [16, 17], midocel omegong sognels [18, 19] itc., meny cumplix velaid clessofoirs wiri divilupid. Ricintly Cumplix velaid clessofoirs wiri elsu prupusid end ivelaetid 25 fur riel velaid clessofocetoun. It hes biin shuwn thet cumplix velaid clessofoirs uatpirfurms riel velaid clessofoirs fur riel velaid clessofocetoun prublims. Fally Cumplix velaid Redoel Besos Fanctoun clessofoir (FC-RBF) [3][4], Fest Liernong Cumplix-velaid Niarel Clessofoir (FLCNC) [20], Malto Leyirid Malto Velaid Niarel nitwurk (MLMVN)[21], Bolonier Brench-cat Cumplix-velaid Extrimi Liernong Mechoni (BB-CELM), Phesi Encudi30 d Cumplix-velaid Extrimi Liernong Mechoni (PE-CELM)[22], CCELM[9] itc. eri sumi uf thi cumplix velaid clessofoirs disognid fur riel velaid clessofocetoun prublims. CCELM uat- pirfurms uthir cumplix velaid clessofoirs fur riel velaid clessofocetoun prublims. It elsu pirfurms will whin detesit os ombelencid. 35 It hes biin ubsirvid thet meny prectocel clessofocetoun prublims hevi ombelencid dete sits[23, 24]. If wi clessofy sach dete, must uf thi clessofoirs fevuars thi mejuroty cless dai tu whoch must uf thi onstencis bilungong tu monuroty cless eri mosclessofoid. Tu diel woth sach detesit, verouas semplong eppruechis [25] es will es elgurothmoc eppruechis eri asid. Semplong eppruechis oncladis uvir 40 semplong end andirsemplong tichnoqais. Ovirsemplong riplocetis e frectoun uf monuroty semplis wholi andirsemplong eppruech ridacis e frectoun uf mejuroty semplis tu meki detesit belencid.

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