Machine learning

Machine learning is the ability of a machine to improve its performance based on previous results. Machine learning methods enable computers to learn without being explicitly programmed and have multiple applications, for example, in the improvement of data mining algorithms.

Latest Research and Reviews

  • Research | | open

    • Garam Lee
    • , Kwangsik Nho
    • , Byungkon Kang
    • , Kyung-Ah Sohn
    • , Dokyoon Kim
    • , Michael W. Weiner
    • , Paul Aisen
    • , Ronald Petersen
    • , Clifford R. Jack Jr.
    • , William Jagust
    • , John Q. Trojanowki
    • , Arthur W. Toga
    • , Laurel Beckett
    • , Robert C. Green
    • , Andrew J. Saykin
    • , John Morris
    • , Leslie M. Shaw
    • , Zaven Khachaturian
    • , Greg Sorensen
    • , Maria Carrillo
    • , Lew Kuller
    • , Marc Raichle
    • , Steven Paul
    • , Peter Davies
    • , Howard Fillit
    • , Franz Hefti
    • , Davie Holtzman
    • , M. Marcel Mesulam
    • , William Potter
    • , Peter Snyder
    • , Tom Montine
    • , Ronald G. Thomas
    • , Michael Donohue
    • , Sarah Walter
    • , Tamie Sather
    • , Gus Jiminez
    • , Archana B. Balasubramanian
    • , Jennifer Mason
    • , Iris Sim
    • , Danielle Harvey
    • , Matthew Bernstein
    • , Nick Fox
    • , Paul Thompson
    • , Norbert Schuff
    • , Charles DeCArli
    • , Bret Borowski
    • , Jeff Gunter
    • , Matt Senjem
    • , Prashanthi Vemuri
    • , David Jones
    • , Kejal Kantarci
    • , Chad Ward
    • , Robert A. Koeppe
    • , Norm Foster
    • , Eric M. Reiman
    • , Kewei Chen
    • , Chet Mathis
    • , Susan Landau
    • , Nigel J. Cairns
    • , Erin Householder
    • , Lisa Taylor-Reinwald
    • , Virginia Lee
    • , Magdalena Korecka
    • , Michal Figurski
    • , Karen Crawford
    • , Scott Neu
    • , Tatiana M. Foroud
    • , Steven Potkin
    • , Li Shen
    • , Kelley Faber
    • , Sungeun Kim
    • , Lean Tha
    • , Richard Frank
    • , John Hsiao
    • , Jeffrey Kaye
    • , Joseph Quinn
    • , Lisa Silbert
    • , Betty Lind
    • , Raina Carter
    • , Sara Dolen
    • , Beau Ances
    • , Maria Carroll
    • , Mary L. Creech
    • , Erin Franklin
    • , Mark A. Mintun
    • , Stacy Schneider
    • , Angela Oliver
    • , Lon S. Schneider
    • , Sonia Pawluczyk
    • , Mauricio Beccera
    • , Liberty Teodoro
    • , Bryan M. Spann
    • , James Brewer
    • , Helen Vanderswag
    • , Adam Fleisher
    • , Daniel Marson
    • , Randall Griffith
    • , David Clark
    • , David Geldmacher
    • , John Brockington
    • , Erik Roberson
    • , Marissa Natelson Love
    • , Judith L. Heidebrink
    • , Joanne L. Lord
    • , Sara S. Mason
    • , Colleen S. Albers
    • , David Knopman
    • , Kris Johnson
    • , Hillel Grossman
    • , Effie Mitsis
    • , Raj C. Shah
    • , Leyla deToledo-Morrell
    • , Rachelle S. Doody
    • , Javier Villanueva-Meyer
    • , Munir Chowdhury
    • , Susan Rountree
    • , Mimi Dang
    • , Ranjan Duara
    • , Daniel Varon
    • , Maria T. Greig
    • , Peggy Roberts
    • , Yaakov Stern
    • , Lawrence S. Honig
    • , Karen L. Bell
    • , Marilyn Albert
    • , Chiadi Onyike
    • , Daniel D’Agostino II
    • , Stephanie Kielb
    • , James E. Galvin
    • , Brittany Cerbone
    • , Christina A. Michel
    • , Dana M. Pogorelec
    • , Henry Rusinek
    • , Mony J. de Leon
    • , Lidia Glodzik
    • , Susan De Santi
    • , Kyle Womack
    • , Dana Mathews
    • , Mary Quiceno
    • , P. Murali Doraiswamy
    • , Jeffrey R. Petrella
    • , Salvador Borges-Neto
    • , Terence Z. Wong
    • , Edward Coleman
    • , Allan I. Levey
    • , James J. Lah
    • , Janet S. Cella
    • , Jeffrey M. Burns
    • , Russell H. Swerdlow
    • , William M. Brooks
    • , Steven E. Arnold
    • , Jason H. Karlawish
    • , David Wolk
    • , Christopher M. Clark
    • , Liana Apostolova
    • , Kathleen Tingus
    • , Ellen Woo
    • , Daniel H. S. Silverman
    • , Po H. Lu
    • , George Bartzokis
    • , Charles D. Smith
    • , Greg Jicha
    • , Peter Hardy
    • , Partha Sinha
    • , Elizabeth Oates
    • , Gary Conrad
    • , Neill R. Graff-Radford
    • , Francine Parfitt
    • , Tracy Kendall
    • , Heather Johnson
    • , Oscar L. Lopez
    • , MaryAnn Oakley
    • , Donna M. Simpson
    • , Martin R. Farlow
    • , Ann Marie Hake
    • , Brandy R. Matthews
    • , Jared R. Brosch
    • , Scott Herring
    • , Cynthia Hunt
    • , Anton P. Porsteinsson
    • , Bonnie S. Goldstein
    • , Kim Martin
    • , Kelly M. Makino
    • , M. Saleem Ismail
    • , Connie Brand
    • , Ruth A. Mulnard
    • , Gaby Thai
    • , Catherine Mc-Adams-Ortiz
    • , Christopher H. van Dyck
    • , Richard E. Carson
    • , Martha G. MacAvoy
    • , Pradeep Varma
    • , Howard Chertkow
    • , Howard Bergman
    • , Chris Hosein
    • , Sandra Black
    • , Bojana Stefanovic
    • , Curtis Caldwell
    • , Ging-Yuek Robin Hsiung
    • , Howard Feldman
    • , Benita Mudge
    • , Michele Assaly
    • , Elizabeth Finger
    • , Stephen Pasternack
    • , Irina Rachisky
    • , Dick Trost
    • , Andrew Kertesz
    • , Charles Bernick
    • , Donna Munic
    • , Kristine Lipowski
    • , Masandra Weintraub
    • , Borna Bonakdarpour
    • , Diana Kerwin
    • , Chuang-Kuo Wu
    • , Nancy Johnson
    • , Carl Sadowsky
    • , Teresa Villena
    • , Raymond Scott Turner
    • , Kathleen Johnson
    • , Brigid Reynolds
    • , Reisa A. Sperling
    • , Keith A. Johnson
    • , Gad Marshall
    • , Jerome Yesavage
    • , Joy L. Taylor
    • , Barton Lane
    • , Allyson Rosen
    • , Jared Tinklenberg
    • , Marwan N. Sabbagh
    • , Christine M. Belden
    • , Sandra A. Jacobson
    • , Sherye A. Sirrel
    • , Neil Kowall
    • , Ronald Killiany
    • , Andrew E. Budson
    • , Alexander Norbash
    • , Patricia Lynn Johnson
    • , Thomas O. Obisesan
    • , Saba Wolday
    • , Joanne Allard
    • , Alan Lerner
    • , Paula Ogrocki
    • , Curtis Tatsuoka
    • , Parianne Fatica
    • , Evan Fletcher
    • , Pauline Maillard
    • , John Olichney
    • , Owen Carmichael
    • , Smita Kittur
    • , Michael Borrie
    • , T.-Y. Lee
    • , Rob Bartha
    • , Sterling Johnson
    • , Sanjay Asthana
    • , Cynthia M. Carlsson
    • , Adrian Preda
    • , Dana Nguyen
    • , Pierre Tariot
    • , Anna Burke
    • , Nadira Trncic
    • , Adam Fleisher
    • , Stephanie Reeder
    • , Vernice Bates
    • , Horacio Capote
    • , Michelle Rainka
    • , Douglas W. Scharre
    • , Maria Kataki
    • , Anahita Adeli
    • , Earl A. Zimmerman
    • , Dzintra Celmins
    • , Alice D. Brown
    • , Godfrey D. Pearlson
    • , Karen Blank
    • , Karen Anderson
    • , Laura A. Flashman
    • , Marc Seltzer
    • , Mary L. Hynes
    • , Robert B. Santulli
    • , Kaycee M. Sink
    • , Leslie Gordineer
    • , Jeff D. Williamson
    • , Pradeep Garg
    • , Franklin Watkins
    • , Brian R. Ott
    • , Henry Querfurth
    • , Geoffrey Tremont
    • , Stephen Salloway
    • , Paul Malloy
    • , Stephen Correia
    • , Howard J. Rosen
    • , Bruce L. Miller
    • , David Perry
    • , Jacobo Mintzer
    • , Kenneth Spicer
    • , David Bachman
    • , Elizabether Finger
    • , Stephen Pasternak
    • , Irina Rachinsky
    • , John Rogers
    • , Dick Drost
    • , Nunzio Pomara
    • , Raymundo Hernando
    • , Antero Sarrael
    • , Susan K. Schultz
    • , Laura L. Boles Ponto
    • , Hyungsub Shim
    • , Karen Ekstam Smith
    • , Norman Relkin
    • , Gloria Chaing
    • , Michael Lin
    • , Lisa Ravdin
    • , Amanda Smith
    • , Balebail Ashok Raj
    •  & Kristin Fargher
  • Research |

    Generative machine learning models are used in synthetic biology to find new structures such as DNA sequences, proteins and other macromolecules with applications in drug discovery, environmental treatment and manufacturing. Gupta and Zou propose and demonstrate in silico a feedback-loop architecture to optimize the output of a generative adversarial network that generates synthetic genes to produce ones specifically coding for antimicrobial peptides.

    • Anvita Gupta
    •  & James Zou
  • Research |

    The annotation of medical imaging data requires biological expertise. A human–machine interface connects a deep learning image segmentation system with image viewing software to annotate images.

    • Brendon Lutnick
    • , Brandon Ginley
    • , Darshana Govind
    • , Sean D. McGarry
    • , Peter S. LaViolette
    • , Rabi Yacoub
    • , Sanjay Jain
    • , John E. Tomaszewski
    • , Kuang-Yu Jen
    •  & Pinaki Sarder

News and Comment