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Director de la Escuela de Ingeniería y Ciencias, FCFM, Universidad de Chile; Director de NIC Chile. Profesor Titular, co-fundador del DCC Universidad de Chile; Director del DCC 1988-1992 y 1996-1999. ppoblete@dcc.uchile.cl 14 'PGUVQURTKOGTQUGZRGTKOGPVQUCÔPPQUG WVKNK\CDCGNUKUVGOCFGPQODTGUFGFQOKPKQU SWGEQPQEGOQUJQ[UKPQSWGGTCPGEGUCTKQ GURGEKHKECTVQFCNCTWVCSWGFGDÇCUGIWKTWP OGPUCLGJCUVCNNGICTCUWFGUVKPQ#RQEQ CPFCTGNOWPFQ77%2EQOGP\ÍCWVKNK\CT NQUPQODTGUFGFQOKPKQSWGTGEKGPVGOGPVG UGJCDÇCPKPVTQFWEKFQGP+PVGTPGVNQEWCN RWUQFGKPOGFKCVQGPGXKFGPEKCSWGRCTC KPVGITCTPQUCGUGUKUVGOCFGDÇCOQUEQPVCT EQPWPPQODTGFGFQOKPKQRCTCGNRCÇU 4GURGEVQFGGUVQPQJCDÇCOWEJCGNGEEKÍP FGDÇCUGT%.FGCEWGTFQEQPGNGUVµPFCT +51 [ RCTC PWGUVTC 7PKXGTUKFCF GNGIKOQUĂWEJKNGENă5KPGODCTIQPQJCDÇC PCFKGCÔPSWGGUVWXKGTCCECTIQFGNNGXCT NCNKUVCFGNQUFQOKPKQUKPUETKVQUDCLQ%. 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(KIWTC 'UVCUKVWCEKÍPSWGRQFTÇCRCTGEGTPCVWTCN FCFQSWG%.GUGNPQODTGSWGKFGPVKHKEC C%JKNGGUGPTGCNKFCFGZEGREKQPCNGPGN EQPVGZVQ OWPFKCN 'P OWEJQU RCÇUGU NC (KIWTC Nombres inscritos 400.000 365.447 350.000 307.459 300.000 270.038 233.008 250.000 198.233 200.000 169.368 141.060 150.000 100.000 72.166 82.260 97.073 115.163 51.121 50.000 0 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 Fuente: NIC Chile %TGEKOKGPVQFGPQODTGUFGFQOKPKQKPUETKVQURQTCËQ VCOCËQFGNTGIKUVTQ (KIWTC Nº Dominios 7.000 6.000 5.000 4.000 3.000 2.000 1.000 0 .ar .co .cl .br .uy .ve .mx. py .pe. ec .bo Fuente: LACTLD &QOKPKQUVGTTKVQTKCNGURQTECFCJCDKVCPVGU (KIWTC Nº Dominios 500.000 400.000 380.107 300.000 200.000 100.000 18.916 5.192 0 Dominios .cl Dominios .com Otros Dominios genéricos Fuente: webhosting.info &QOKPKQU%.XGTUWUFQOKPKQUIGPÂTKEQUGP%JKNG 15 RTQRQTEKÍPUGKPXKGTVG[NCOC[QTÇCFGNQU FQOKPKQUUGKPUETKDGPDCLQĂEQOă[QVTQU FQOKPKQUIGPÂTKEQU .CUTC\QPGUFGGUVCOCUKXCCFQREKÍPFGN %.GP%JKNGUQPXCTKCFCU[PQFGNVQFQ EQPQEKFCURGTQUKPFWFCJCPKPHNWKFQGPGNNQ GNVGORTCPQEQOKGP\QFGNCQRGTCEKÍPFGN %.NCCWUGPEKCFGVTCDCUDWTQETµVKECURCTC GNTGIKUVTQFGPQODTGU[GNJGEJQFGSWG PQUGUWDFKXKFKGTCGNFQOKPKQTGIKUVTCPFQ VQFQUNQUPQODTGUFKTGEVCOGPVGDCLQGN%. 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(KIWTC %CPVKFCFFGCTDKVTCLGUKPKEKCFQURQTCËQ N º de arbitrajes #RGUCTFGSWGNQUPQODTGUFGFQOKPKQJCP 2000 CFSWKTKFQWPKPPGICDNGXCNQTFGOCTMGVKPI 1900 [EQOGTEKCNGNQDLGVKXQHWPFCOGPVCNFGN 1.788 1800 UKUVGOCGURGTOKVKTSWGGUVQUKFGPVKHKECFQTGU 1600 1.397 1400 1.251 1.286 1.459 UGVTCFW\ECPCNCUTGURGEVKXCUFKTGEEKQPGU+2 1.347 FGOCPGTCEQPHKCDNG[GHKEKGPVG'UVGRTQEGUQ 1200 NNCOCFQĂTGUQNWEKÍPăGUETÇVKEQRQTSWGUW 1000 826 858 837 944 GXGPVWCNHCNNCRQFTÇCFGLCTKPCEEGUKDNGC ITCPFGURCTVGUFG+PVGTPGV&GJGEJQGN 718 800 600 UKUVGOCFGPQODTGUFGFQOKPKQ &05GUWPQ 400 FGNQURQEQUĂUKPINGRQKPVUQHHCKNWTGăGPWPC 200 CTSWKVGEVWTCSWGGPIGPGTCNGXKVCVGPGTGUVG 59 VKRQFGXWNPGTCDKNKFCFGU.QUUGTXKFQTGUFG 0 PQODTGUSWGUGGPECTICPFGKORNGOGPVCT 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 Año Promedio días CVCSWGUFGFGPGICEKÍPFGUGTXKEKQ[0+% %JKNGJCGUVCDNGEKFQWPCKPHTCGUVTWEVWTC 6KGORQRTQOGFKQFGTGUQNWEKÍPFGWPCTDKVTCLG 140 FGTGUQNWEKÍPFGPQODTGURTGRCTCFCRCTC 123.7 GPHTGPVCTGUVGVKRQFGCOGPC\CUCUÇEQOQ 113.6 120 RQUKDNGUECVµUVTQHGUPCVWTCNGU 100 96.3 87.3 82.2 80 GUVCTGUQNWEKÍPUQPQDLGVKXQUHTGEWGPVGUFG Fuente: NIC Chile 75.5 'P NC CEVWCNKFCF 0+% %JKNG RQUGG WPC 80.7 69.9 74.5 73.9 TGFFGUGTXKFQTGUFGPQODTGUFKUVTKDWKFC 65.3 GP VQFQ GN OWPFQ FG OQFQ SWG NC 60 HCNNC FG WPQ Q KPENWUQ OWEJQU FG GNNQU 40 PQ RQPIC GP TKGUIQ NC EQPVKPWKFCF FGN 20 UGTXKEKQ#NIWPQUFGGUVQUUGTXKFQTGUUQP 0 QRGTCFQUFKTGEVCOGPVGRQT0+%%JKNG[ 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 Año Fuente: NIC Chile QVTQUUQPUGTXKEKQUEQPVTCVCFQUCGORTGUCU GURGEKCNK\CFCU 'N OCRC FG NC (KIWTC OWGUVTCNCWDKECEKÍPFGGUVQUUGTXKFQTGU (KIWTC 17 'UVC CTSWKVGEVWTC TGFWPFCPVG VCODKÂP UG GZVKGPFG C QVTQU EQORQPGPVGU FG NC KPHTCGUVTWEVWTCFG0+%%JKNGVCNGUEQOQ GPNCEGUEQPOÔNVKRNGURTQXGGFQTGUUKVKQU FGEQPVKPIGPEKCGVE FG PQODTGU GP RTKPEKRKQ GTCP UÍNQ , W P V Q E Q P T Q D W U V G E G T U W R T Q R K C KPHTCGUVTWEVWTC0+%%JKNGJCCRQTVCFQC JCEGT SWG NQU ĂUGTXKFQTGU TCÇ\ă VCODKÂP UGCP OµU TGUKUVGPVGU C HCNNCU [ CVCSWGU 'UVQU UGTXKFQTGU UQP NQU SWG RGTOKVGP GN KPKEKQ FG NQU RTQEGUQU FG TGUQNWEKÍP OWPFQNQSWGFKUOKPW[GHWGTVGOGPVGNC VTGEG KFGPVKHKECFQU RQT NGVTCU FG NC # C NC / RGTQ ITCEKCU C WPC VGEPQNQIÇC NNCOCFCĂCP[ECUVăGPNCCEVWCNKFCFRQUGGP OÔNVKRNGU ĂGURGLQUă WDKECFQU GP VQFQ GN XWNPGTCDKNKFCFFGGUVQUUGTXKFQTGUHTGPVG C CVCSWGU W QVTCU COGPC\CU 0+% %JKNG EQNCDQTCGPGUVGGUHWGT\QFGRTQVGEEKÍP FG NC KPHTCGUVTWEVWTC INQDCN CNDGTICPFQ 70#64#;'%614+#&' +0018#%+¥0 #NQNCTIQFGUWUCËQUFGXKFC0+%%JKNG JCGUVCFQRGTOCPGPVGOGPVGCNCXCPIWCTFKC GPNCKORNGOGPVCEKÍPFGKPPQXCEKQPGUGP UWURTQRKQUUKUVGOCURGTQCNOKUOQVKGORQ CRQTVCPFQGPOQFGTPK\CTNCKPHTCGUVTWEVWTC FGN RCÇU #NIWPQU FG UWU CRQTVGU OµU UKIPKHKECVKXQUJCPUKFQ GURGLQUFGNQUUGTXKFQTGU([. 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UG CEGTECTµ UKIPKHKECVKXCOGPVG C NQSWGQEWTTGGPNCOC[QTÇCFGNQU6.&U 6QR.GXGN&QOCKPU#NOKUOQVKGORQ OGFKCPVGNCKORNGOGPVCEKÍPFGNRTQVQEQNQ '22UGJCPGUVCDNGEKFQNCUDCUGURCTCNC RQUKDNGKPVTQFWEEKÍPFGTGIKUVTCFQTGU[GN ECODKQCPVGTKQTUWOCFQCNCGNKOKPCEKÍP FGNEQPVCEVQNQECNRCTCNCUKPUETKREKQPGU FGUFGGNGZVTCPLGTQRGTOKVKTµPCDTKT%.C NQUWUWCTKQUKPVGTPCEKQPCNGU 'UVQUECODKQURQTQVTCRCTVGUGJCPFKUGËCFQ XGNCPFQ RQT OCPVGPGT [ TQDWUVGEGT NQU OGECPKUOQUFGTGUQNWEKÍPFGEQPHNKEVQU SWGJCPRGTOKVKFQSWGGP%.RTQDNGOCU EQOQNCEKDGTQEWRCEKÍPUGTGUWGNXCPFG OCPGTCGZRGFKVC'UCUÇEQOQNCGUGPEKCFGN UKUVGOCVTCFKEKQPCNFGFKURWVCFGPQODTGU FGFQOKPKQUGOCPVKGPG[CGUVQUGUWOC NCKPVTQFWEEKÍPFGWPUKUVGOCFGCTDKVTCLG VQVCNOGPVGGPNÇPGCSWGJCTµGNUKUVGOC OWEJQOµUCEEGUKDNG[GHKEKGPVGRCTCVQFQU NQURCTVKEKRCPVGU #N GPVTCT CN UGIWPFQ EWCTVQ FG UKINQ GUVCOQURTQ[GEVCPFQC%.JCEKCGNHWVWTQ CRTQXGEJCPFQNQOGLQTFGPWGUVTQRCUCFQ[ RTGUGPVGOCPVGPKGPFQNCNÇPGCFGKPPQXCEKÍP SWGPQUJCECTCEVGTK\CFQ5ÍNQCUÇRQFGOQU TGURQPFGTCNCEQPHKCP\CSWGNCEQOWPKFCF FG+PVGTPGVOWPFKCN[GURGEKCNOGPVGNCFG PWGUVTQRCÇUJCFGRQUKVCFQGPPQUQVTQU 19 FRPSXWDFLyQ\VRFLHGDG Treinta años del DCC de la PUC: una visión muy personal %WGTRQCECFÂOKEQFGN&%%FGNC27% 'POKQRKPKÍPGN&%%FGNC7PKXGTUKFCF %CVÍNKEC UG GPEWGPVTC JQ[ GP WPC OW[ HCXQTCDNGRQUKEKÍPRCTCUGIWKTEWORNKGPFQC ECDCNKFCFUWHWPEKÍP[NQITCTRNGPCOGPVGUW QDLGVKXQHWPFCEKQPCNFGFGUCTTQNNCT RTQOQXGT [TGCNK\CTFQEGPEKCFGRTG[RQUVITCFQ KPXGUVKICEKÍP[GZVGPUKÍPGPNCFKUEKRNKPC FGNC%QORWVCEKÍPVCPVQGPNQUCURGEVQU EKGPVÇHKEQUEQOQVGEPQNÍIKEQU'UVGQDLGVKXQ HWGGUVCDNGEKFQRQTNC7PKXGTUKFCF[RQTUW 'UEWGNCFG+PIGPKGTÇCGPNQUFQEWOGPVQU SWGETGCTQPGNCEVWCN&GRCTVCOGPVQGPOC[Q FGGUFGEKTJCEGECUKVTGKPVCCËQU Yadran Eterovic Ingeniero Civil Electricista de la Universidad Católica de Chile (PUC) y M.Sc y Ph.D. en Computer Science U. of California, Los Angeles (UCLA). Sus áreas de trabajo son el desarrollo de software y la programación concurrente. Recién cumplió treinta años como profesor del Departamento de Ciencia de la Computación (DCC) de la PUC. Ha sido Director del programa INGES y coordinador docente del DCC. Actualmente es Director del DCC. yadran@ing.puc.cl 20 5KDKGPPQUJGOQUFGUCTTQNNCFQCNKPVGTKQTFG WPC'UEWGNCFG+PIGPKGTÇCOW[RTGUVKIKQUC SWG PQU JC RGTOKVKFQ VGPGT GZEGNGPVGU GUVWFKCPVGUFGRTG[RQUVITCFQGNECOKPQ TGEQTTKFQGPGUVQUVTGKPVCCËQUPQJCUKFQ HµEKN2TKOGTQFWTCPVGNQUQEJGPVCVWXKOQU SWGGUVCDNGEGTPWGUVTCXCNKFG\EQOQWP FGRCTVCOGPVQCECFÂOKEQOµU GNPQXGPQCN KPVGTKQTFGNC'UEWGNCFG+PIGPKGTÇCEWCPFQ KPENWUQHWKOQUECNKHKECFQUFGĂEJCETKGPVQUă CN SWGTGT KPENWKT GN EWTUQ FG 6GQTÇC FG #WVÍOCVCU [ .GPIWCLGU (QTOCNGU GP GN EWTTÇEWNQFGPWGUVTCGURGEKCNKFCF.WGIQ GPNQUPQXGPVCVWXKOQUSWGFGHKPKTPWGUVTC RTQRKC KFGPVKFCF FGUCHÇQ SWG FGOQUVTÍ UGTOWEJQOµUFKHÇEKNFGUWRGTCTSWGNQ SWGEWCNSWKGTCRQFTÇCJCDGTUGKOCIKPCFQ GURGEKCNOGPVGEQPUKFGTCPFQSWGNCOC[QTÇC FGNQURTQHGUQTGUEQORCTVÇCOQUFGCNIWPC OCPGTCGNSWGJCDÇCOQUQDVGPKFQPWGUVTQU FQEVQTCFQUGPNCFKUEKRNKPCFG%KGPEKCFG NC%QORWVCEKÍPGPDWGPCUWPKXGTUKFCFGU FG0QTVGCOÂTKEC['WTQRC5KPGODCTIQ RQTNQOGPQURCTCOÇNQOµUFKHÇEKNJCUKFQ VTCVCTFGUWRGTCTNCVGORTCPCRCTVKFCFG FQUGZEGNGPVGURTQHGUQTGU[COKIQUSWG 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Asistente DCC Universidad de Chile. Doctor en Ciencias Naturales de la Universidad de Konstanz, Alemania (2006); Magíster en Computación (2002) e Ingeniero Civil en Computación, Universidad de Chile (2001). Áreas de investigación: Bases de Datos Multimedia, Búsqueda por Similitud e Indexamiento de Bases de Datos Espaciales y Métricas. bebustos@dcc.uchile.cl 26 'PNCCEVWCNKFCFPQUGPEQPVTCOQUGPOGFKQ .CUCRNKECEKQPGUFGTKXCFCUFGNCRTQFWEEKÍP FGWPFKNWXKQFGFCVQUFKIKVCNGUOWNVKOGFKC [WUQFGFCVQUOWNVKOGFKCUQPOW[XCTKCFCU 4GEKGPVGOGPVGUGJCTGRQTVCFQ=3WQTC? 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Obtuvo su doctorado en Technischen Wissenschaften en el ETHZurich (Suiza). Su área de estudio es el modelamiento geométrico, en particular la generación de mallas en dos y tres dimensiones, análisis de imágenes y programación orientada a objetos. nancy@dcc.uchile.cl Steffen Härtel Doctor en Ciencias Naturales Universidad de Bremen (Alemania). Profesor Asociado en el Instituto de Ciencias Biomédicas de la Facultad de Medicina. Director de SCIAN-Lab. Su trabajo se orienta al desarrollo de modelos físicos, matemáticos y computacionales para microscopía óptica avanzada y procesamiento de imágenes, con aplicaciones que van desde la investigación básica a la telemedicina. shartel@med.uchile.cl Jorge Jara Alumno del Programa de Doctorado en Ciencias mención Computación, DCC Universidad de Chile. Forma parte del Laboratorio de Análisis de Imágenes Científicas SCIAN-Lab (BNI, Facultad de Medicina U. de Chile). 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Profesor Titular DCC, Pontificia Universidad Católica de Chile. Ph.D. Electrical Engineering, Technical University of Berlin (2001), MSc Electrical Engineering, Karlsruhe Institute of Technology (1992), Ingeniero Electrónico, Universidad Nacional de Ingeniería, Perú (1989). Líneas de especialización: Visión por Computador, Reconocimiento de Patrones, Procesamiento de Imágenes, Aplicaciones Industriales. http://dmery.ing.puc.cl 44 'P CNIWPCU CRNKECEKQPGU FG XKUKÍP RQT EQORWVCFQT ýTGNCEKQPCFCU RQT GLGORNQ EQP NC UGIWTKFCF FG RGTUQPCU Q EQP NC ECNKFCFFGRTQFWEVQUýGNCPµNKUKUFGNCU KOµIGPGUPQRWGFGNNGXCTUGCECDQWUCPFQ HQVQITCHÇCU FKIKVCNGU EQPXGPEKQPCNGU 'P GUVQUECUQUUGTGSWKGTGFGNWUQFGKOµIGPGU QDVGPKFCUHWGTCFGNGURGEVTQXKUKDNGEQOQ NQUTC[QU:SWGUQPECRCEGUFGOQUVTCT NQSWGQEWTTGFGPVTQFGWPQDLGVQ'PGN )TWRQFG+PVGNKIGPEKCFG/µSWKPC )4+/# JGOQUFGUCTTQNNCFQFKXGTUCUCRNKECEKQPGU FG XKUKÍP RQT EQORWVCFQT EQP TC[QU : GPNCKFGPVKHKECEKÍPFGQDLGVQURGNKITQUQU GP GSWKRCLGU FGVGEEKÍP FG QDLGVQU PQ FGUGCFQUGPCNKOGPVQU[TGEQPQEKOKGPVQ FG HCNNCU KPVGTPCU GP OCVGTKCNGU 'P GUVG CTVÇEWNQTGXKUCOQUNQURTKPEKRCNGUNQITQU GPKPXGUVKICEKQPGU[FGUCTTQNNQUSWGJGOQU NNGXCFQCECDQGPNCÔNVKOCFÂECFC +0641&7%%+¥0 'UUCDKFQRQTVQFQUPQUQVTQUSWGEWCPFQ XKCLCOQUGPCXKÍPPWGUVTQGSWKRCLGFGDG 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ă +PVGTPCVKQPCN,QWTPCNQH(QQFCPF$KQRTQEGUU 6GEJPQNQI[ KP2TGUUFQKU /QPFTCIÍP).GKXC)#IWKNGTC,/ /GT[& #WVQOCVGFFGVGEVKQPQH UQHVGPKPICPFJCTFEQNWOGNNCKPMKYKHTWKVU FWTKPI RQUVJCTXGUV WUKPI :TC[ VGUVKPI 2TQEGGFKPIUQH+PVGTPCVKQPCN%QPITGUUQP 'PIKPGGTKPICPF(QQF /QPFTCIÍP) /GVQFQNQIÇCRCTCGN FGUCTTQNNQFGWPENCUKğECFQTFGOÔNVKRNGU XKUVCUFGTCFKQITCHÇCU#RNKECEKÍPRCTCNC DÔUSWGFCFGCTOCURGSWGËCUFGPVTQFG GSWKRCLGU2QPVKHKEKC7PKXGTUKFCF%CVÍNKEC FG%JKNG 2KGTKPIGT % /GT[ & (NCY &GVGEVKQPKP#NWOKPWO&KG%CUVKPIU7UKPI 5KOWNVCPGQWU %QODKPCVKQP QH /WNVKRNG 8KGYU+PUKIJV 4KHHQ8/GT[& #EVKXG:TC[VGUVKPI QH%QORNGZ1DLGEVU+PUKIJV 5KNXC4/GT[& 5VCVGQHVJG#TV QH9GNF5GCO+PURGEVKQPD[4CFKQITCRJKE 6GUVKPI2CTV+ý+OCIG2TQEGUUKPI/CVGTKCNU 'XCNWCVKQP 5KNXC4/GT[& 5VCVGQHVJG#TV QH9GNF5GCO+PURGEVKQPD[4CFKQITCRJKE 6GUVKPI 2CTV ++ ý 2CVVGTP 4GEQIPKVKQP /CVGTKCNU'XCNWCVKQP DEPARTAMENTO DE CIENCIAS DE LA COMPUTACIÓN 0XOWLPHGLD Reconocimiento visual con técnicas de aprendizaje de máquina Pablo Espinace Doctor en Ciencias de la Ingeniería y Magíster en Ciencias de la Ingeniería de la Pontificia Universidad Católica de Chile (2011). Actualmente es investigador en el Departamento de Ciencia de la Computación de la Escuela de Ingeniería de la Pontificia Universidad Católica de Chile. Sus intereses de investigación incluyen Robótica Móvil, Inteligencia de Máquina y Visión por Computador. pespinac@ing.puc.cl Billy Peralta Candidato a Doctor en Ciencias de la Ingeniería de la Pontificia Universidad Católica de Chile. Magíster en Ciencias de la Ingeniería (2007). Sus intereses de investigación principales son Inteligencia de Máquina y Visión por Computador. bmperalt@uc.cl Álvaro Soto Profesor Asociado del Departamento de Ciencia de la Computación de la Escuela de Ingeniería de la Pontificia Universidad Católica de Chile. Ph.D. en Ciencias de la Computación Carnegie Mellon University (2002); Magíster en Ingeniería Eléctrica y Computación en Louisiana State University (1997). Sus intereses principales en investigación son: Aprendizaje de Máquina, Robótica Cognitiva y Reconocimiento Visual. asoto@ing.puc.cl .CITCPXGTUCVKNKFCFFGPWGUVTQRTQRKQUKUVGOC FGRGTEGREKÍPXKUWCNGUWPENCTQGLGORNQ FGNCITCPTGNGXCPEKCFGRQFGTEQPVCTEQP UKUVGOCU CTVKHKEKCNGU FG TGEQPQEKOKGPVQ XKUWCNSWGHCEKNKVGPNCQRGTCEKÍPFGTQDQVU[ OµSWKPCUGODGDKFCUGPPWGUVTQUCODKGPVGU EQVKFKCPQU 5KP GODCTIQ EQORNGLKFCFGU FGNOWPFQXKUWCNEQOQECODKQUFGRQUG GUECNCQEQPFKEKQPGUFGKNWOKPCEKÍPCUÇ EQOQUKVWCEKQPGUFGQENWUKÍPQECODKQU GPNCEQPHKIWTCEKÍPFGQDLGVQUFGHQTOCDNGU JCP TGUWNVCFQU FGUCHÇQU FG GPXGTICFWTC OC[QTSWGJCPEQORNKECFQGNFGUCTTQNNQ FGRQUKDNGUUQNWEKQPGU #HQTVWPCFCOGPVG NC GZKVQUC TGEKGPVG CRNKECEKÍPFGVÂEPKECUFGCRTGPFK\CLGFG OµSWKPCCNµTGCFGTGEQPQEKOKGPVQXKUWCN JCCDKGTVQPWGXCURWGTVCUSWGJCPNNGPCFQ FGQRVKOKUOQCGUVCµTGC=?.C(KIWTC GLGORNKHKEC GN CRQTVG OGFWNCT SWG JC QHTGEKFQ GN CRTGPFK\CLG FG OµSWKPC CN TGEQPQEKOKGPVQXKUWCN'PNC(KIWTCRGUG C NC OCNC ECNKFCF FG NC KOCIGP PWGUVTQ UKUVGOCXKUWCNGUECRC\FGFKUVKPIWKTSWGUG VTCVCFGWPCOGUCEQPUKNNCUCUWCNTGFGFQT UQDTGNCEWCNJC[WPQDLGVQFGEQTCVKXQ'P HQTOCPQVCDNGOGFKCPVGNCKPVGITCEKÍPFG EQPQEKOKGPVQCRTGPFKFQGPPWGUVTQNCTIQ KPVGTCEVWCTEQPGNOWPFQPCVWTCNPWGUVTQ UKUVGOC XKUWCN GU ECRC\ FG TGCNK\CT WPC KPHGTGPEKC SWG XC OWEJQ OµU CNNµ FG NC KPHQTOCEKÍP EQPVGPKFC GP NQU TWKFQUQU RÇZGNGU FG GUVC KOCIGP 'UVC ECRCEKFCF FGKTOµUCNNµFGNCKPHQTOCEKÍPGPWPC KOCIGP FGVGTOKPCFC GU GN KPITGFKGPVG ENCXGSWGJCCRQTVCFQNCKPVGNKIGPEKCFG OµSWKPCCNTGEQPQEKOKGPVQXKUWCN&GGUVC OCPGTCNQUCNIQTKVOQUFGCRTGPFK\CLGFG OµSWKPCGUVµPRGTOKVKGPFQGZVTCGTFGUFG OKNGUQOKNNQPGUFGKOµIGPGURCVTQPGUFG CRCTKGPEKCXKUWCN[TGNCEKQPGUEQPVGZVWCNGU TGNGXCPVGU NCU EWCNGU NWGIQ RWGFGP UGT WUCFCURCTCTGEQPQEGTGNGOGPVQUGPWPC KOCIGPRCTVKEWNCT'UVGVKRQFGCRTGPFK\CLG 49 XKUWCNGUVµRGTOKVKGPFQRQTRTKOGTCXG\ ETGCTUKUVGOCUFGTGEQPQEKOKGPVQXKUWCN ECRCEGUFGQRGTCTGZKVQUCOGPVGGPCODKGPVGU PCVWTCNGU=? 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Doktor rer. nat, Universität Duisburg, Alemania (1997); Ingeniero Civil en Computación, Universidad de Chile (1988). 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VCODKÂP UGCOµUEQORNGVC[GUVCPFCTK\CFCKPENWUQ RCTCNCUXGTUKQPGUOÍXKNGU[FGUMVQR%CDG GPVQPEGUJCEGTUGNCRTGIWPVCFGUKRCTCGUG GPVQPEGUNQUFGUCTTQNNCFQTGUFGUKVKQUYGD JCDTµPFGEKFKFQ[CGXKVCTGUVCVGEPQNQIÇC [RCUGCNIQRCTGEKFQCNQUWEGFKFQEQPNQU #RRNGVUQUKRCTCGPVQPEGU[CJCDTµFKURQPKDNG QVTCVGEPQNQIÇCSWGRTQOGVC FGPWGXQ!UGT GNGUVµPFCTFGNHWVWTQFGNC9GD 63 08/7,0(',$ La televisión en la Universidad de Chile Nicolás Beltrán Profesor Asociado DIE, Universidad de Chile, Dr. in App. Sc. (1985), M.Elect. Eng. (1981), ambos de la Katholieke Universiteit Leuven, Bélgica, Ingeniero Civil Electricista Universidad de Chile (1974). Trabajó en el Departamento de Ingeniería Eléctrica de la U. de Chile desde 1985 hasta el 2012, acogiéndose recientemente a jubilación. Fue Director de Departamento en tres períodos, Jefe Docente, Consejero de Departamento, miembro de la Comisión Asesora de TV Digital del Ministro de Transporte y Telecomunicaciones (2007-2010) y de la Comisión para la TV Digital nombrada por el Consejo Universitario (2009-2012). Sus líneas principales de interés académico fueron la Electrónica y Sistemas de Instrumentación, y de interés profesional Comunicaciones en Sistemas móviles y en Sistemas broadcasting. 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4GUWNVCFQFGDQTFGUWUCPFQ&Q) 'PGNECUQFGKOµIGPGUFGQDLGVQUGN#PµNKUKU FG%QORQPGPVGU2TKPEKRCNGU 2%#RGTOKVG QDVGPGTWPCKOCIGPKPXCTKCPVGCTQVCEKQPGU 2%#DWUECWPUKUVGOCFGEQQTFGPCFCUFQPFG NQUFCVQUPQVGPICPEQTTGNCEKÍPNKPGCNRQT OGFKQFGECNEWNCTXCNQTGU[XGEVQTGURTQRKQU FGNCOCVTK\FGEQXCTKCP\CU'PGUVGECUQ CRNKECPFQ2%#UQDTGNCUEQQTFGPCFCUFGNQU RWPVQUFGDQTFGEQPWPCTQVCEKÍPKPXGTUC FGCEWGTFQCNGLGRTKPEKRCNGPEQPVTCFQ GUVQ GUGNXGEVQTRTQRKQCUQEKCFQCNOC[QTXCNQT RTQRKQUGRWGFGPQTOCNK\CTNCQTKGPVCEKÍP FGNCKOCIGPGPHWPEKÍPFGUWEQPVGPKFQ XGT(KIWTC%CDGUGËCNCTSWGGUVCVÂEPKEC PQ HWPEKQPC EQTTGEVCOGPVG EQP HQTOCU OC[QTOGPVGUKOÂVTKECU (KIWTC C D C+OCIGPQTKIKPCND7UQFG2%#RCTCFGVGTOKPCT NQUGLGURTKPEKRCNGU 7PC XG\ UGNGEEKQPCFQU NQU RÇZGNGU FG DQTFGUWPCVCTGCEQOÔPGUNCFGDWUECT FKHGTGPVGU GUVTWEVWTCU SWG GNNQU HQTOCP EQOQ TGEVCU EKTEWPHGTGPEKCU W QVTCU GUVTWEVWTCURCTCOÂVTKECU&CFQWPVKRQ FG GUVTWEVWTC C DWUECT RQT GLGORNQ TGEVCUGZKUVGPFQUVÂEPKECUEQOÔPOGPVG WUCFCU RCTC FGVGTOKPCT NC GZKUVGPEKC FG GUCGUVTWEVWTC[UWURCTµOGVTQU4CPFQO 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XGT(KIWTC7PC VGTEGTCCNVGTPCVKXCGUFGVGTOKPCTDQTFGUUGIÔP GNOÂVQFQFG%CPP[[NWGIQTGRTGUGPVCTNCU WDKECEKQPGUFQOKPCPVGUFGNQUDQTFGU=? .CKPHQTOCEKÍPFGVGZVWTCUVCODKÂPRWGFG UGTWUCFCRCTCTGRTGUGPVCTGNEQPVGPKFQ 2CTCGUVQWPCPµNKUKUFGHTGEWGPEKCUFGNC KOCIGPTGXGNCRCVTQPGUFGVGZVWTCGPNC KOCIGP7PFGUETKRVQTEQPUKUVGGPQDVGPGT NCVTCPUHQTOCFCFG(QWTKGTFGNCGPGTIÇC[ TGRTGUGPVCTNCGPGTIÇCFGFKHGTGPVGU\QPCU FGNGURCEKQFGHTGEWGPEKCUFGNCKOCIGP RQTOGFKQFGNCGPGTIÇCQDVGPKFCRQTHKNVTQU )CDQT =? 1VTC CNVGTPCVKXC EQPUKUVG GP FGUETKDKTNCKOCIGPUGIÔPGNXCNQTFGNQU RTKOGTQUEQGHKEKGPVGUFGNCVTCPUHQTOCFC FKUETGVC EQUGPQ =? 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'N ĂICR UGOµPVKEQă UKIWG CJÇ EQOQ GN FKPQUCWTKQFG6KVQ/QPVGTTQUQIQ\CPFQFG 'NEQPVGZVQOÍXKNKPVTQFWEGPWGXCUEQPFKEKQPGU FGWUQRCTCFKURQUKVKXQUOWNVKOGFKCVTCFKEKQPCNGU [CËCFGPWGXQUWUQURCTCVGEPQNQIÇCUGOGTIGPVGU DWGPCUCNWF'PTGCNKFCFUGJCFGUCTTQNNCFQ RQTSWG NQ SWG GPVGPFGOQU JQ[ RQT 77 *58326'(,19(67,*$&,Ð1 Computación y colaboración: el grupo CARL (Collaborative Applications Research Laboratory) Nelson Baloian Profesor Asociado DCC Universidad de Chile. Doktor rer. nat, Universität Duisburg, Alemania (1997); Ingeniero Civil en Computación, Universidad de Chile (1988). Líneas de especialización: Instrucción Asistida por Computador, Sistemas Distribuidos. nbaloian@dcc.uchile.cl Sergio Ochoa Profesor Asociado DCC Universidad de Chile. Dr. en Ciencias de la Computación, Pontificia Universidad Católica de Chile (2002); Ingeniero de Sistemas, UNICEN, Argentina (1996). Líneas de especialización: Sistemas Colaborativos, Ingeniería de Software -arquitectura de software, mejora de procesos en micro y pequeñas empresas de software, ingeniería de requisitos, educación apoyada con tecnología. sochoa@dcc.uchile.cl José A. Pino Profesor Titular DCC Universidad de Chile. Máster y calificado a Ph.D. in Computer Science (1977); Master of Science in Engineering, University of Michigan (1972); Ingeniero en Matemáticas, Universidad de Chile (1970). 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