Mapping machine-learned physics into a human-readable space
Mapping machine-learned physics into a human-readable space
复制标题
将机器学习的物理映射到人类可读的空间
DOI:
10.1103/physrevd.103.036020
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发表时间:
2021
影响因子:
5
通讯作者:
Whiteson, Daniel
中科院分区:
文献类型:
--
作者:
Faucett, Taylor;Thaler, Jesse;Whiteson, Daniel
We present a technique for translating a black-box machine-learned classifier operating on a high-dimensional input space into a small set of human-interpretable observables that can be combined to make the same classification decisions. We iteratively select these observables from a large space of high-level discriminants by finding those with the highest decision similarity relative to the black box, quantified via a metric we introduce that evaluates the relative ordering of pairs of inputs. Successive iterations focus only on the subset of input pairs that are misordered by the current set of observables. This method enables simplification of the machine-learning strategy, interpretation of the results in terms of well-understood physical concepts, validation of the physical model, and the potential for new insights into the nature of the problem itself. As a demonstration, we apply our approach to the benchmark task of jet classification in collider physics, where a convolutional neural network acting on calorimeter jet images outperforms a set of six well-known jet substructure observables. Our method maps the convolutional neural network into a set of observables called energy flow polynomials, and it closes the performance gap by identifying a class of observables with an interesting physical interpretation that has been previously overlooked in the jet substructure literature.
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影响因子:
5.4
作者:
E. Metodiev;B. Nachman;J. Thaler
通讯作者:
E. Metodiev;B. Nachman;J. Thaler
DOI:
--
发表时间:
2005
期刊:
影响因子:
--
作者:
V. Abazov;B. Abbott;M. Abolins;B. Acharya;M. Adams;T. Adams;M. Agelou;J. L. Agram;S. Ahn;M. Ahsan;G. Alexeev;G. Alkhazov;A. Alton;G. Alverson;G. Alves;M. Anastasoaie;T. Andeen;S. Anderson;B. Andrieu;Y. Arnoud;A. Askew;B. Åsman;O. Atramentov;C. Autermann;C. Avila;F. Badaud;A. Baden;B. Baldin;P. Balm;S. Banerjee;E. Barberis;P. Bargassa;P. Baringer;C. Barnes;J. Barreto;J. Bartlett;U. Bassler;D. Bauer;A. Bean;S. Beauceron;M. Begel;A. Bellavance;S. Beri;G. Bernardi;I. Bertram;M. Besançon;R. Beuselinck;V. Bezzubov;P. Bhat;V. Bhatnagar;M. Binder;C. Biscarat;K. Black;I. Blackler;G. Blazey;F. Blekman;S. Blessing;D. Bloch;U. Blumenschein;A. Boehnlein;O. Boeriu;T. Bolton;F. Borcherding;G. Borissov;K. Bos;T. Bose;A. Brandt;R. Brock;G. Brooijmans;A. Bross;N. Buchanan;D. Buchholz;M. Buehler;V. Buescher;S. Burdin;T. H. Burnett;E. Busato;J. Butler;J. Bystrický;W. Carvalho;B. Casey;N. Cason;H. Castilla;S. Chakrabarti;D. Chakraborty;K. Chan;A. Chandra;D. Chapin;F. Charles;E. Cheu;L. Chevalier;D. Cho;S. Choi;B. Choudhary;T. Christiansen;L. Christofek;D. Claes;B. Clement;C. Clement;Y. Coadou;M. Cooke;W. Cooper;D. Coppage;M. Corcoran;A. Cothenet;M. Cousinou;B. Cox;S. Crépé;M. Cristetiu;D. Cutts;H. Motta;B. Davies;G. Davies;G. Davis;K. De;P. D. Jong;S. D. Jong;E. Cruz;C. D. Martins;S. Dean;F. Deliot;M. Demarteau;R. Demina;P. Demine;D. Denisov;S. Denisov;S. Desai;H. Diehl;M. Diesburg;M. Doidge;H. Dong;S. Doulas;L. Dudko;L. Duflot;S. Dugad;A. Duperrin;J. Dyer;A. Dyshkant;M. Eads;D. Edmunds;T. Edwards;J. Ellison;J. Elmsheuser;J. Eltzroth;V. Elvira;S. Eno;P. Ermolov;O. Eroshin;J. Estrada;D. Evans;H. Evans;A. Evdokimov;V. Evdokimov;J. Fast;S. Fatakia;L. Feligioni;T. Ferbel;F. Fiedler;F. Filthaut;W. Fisher;H. Fisk;M. Fortner;H. Fox;William R. Freeman;S. Fu;S. Fuess;T. Gadfort;C. Galea;E. Gallas;E. Galyaev;C. Garcia;A. Garcia;J. Gardner;V. Gavrilov;D. Gelé;R. Gelhaus;K. Genser;C. Gerber;Y. Gershtein;G. Ginther;T. Golling;B. Gomez;K. Gounder;A. Goussiou;P. Grannis;S. Greder;H. Greenlee;Z. Greenwood;E. Gregores;P. Gris;J. Grivaz;L. Groer;S. Grünendahl;M. Grünewald;S. N. Gurzhiev;G. Gutiérrez;P. Gutierrez;A. Haas;N. Hadley;S. Hagopian;I. Hall;R. E. Hall;C. Han;L. Han;K. Hanagaki;K. Harder;R. Harrington;J. Hauptman;R. Hauser;J. Hays;T. Hebbeker;D. Hedin;J. Heinmiller;A. Heinson;U. Heintz;C. Hensel;G. Hesketh;M. Hildreth;R. Hirosky;J. Hobbs;B. Hoeneisen;M. Hohlfeld;S. Hong;R. Hooper;P. Houben;Y. Hu;J. Huang;I. Iashvili;R. Illingworth;A. Ito;S. Jabeen;M. Jaffré;S. Jain;V. Jain;K. Jakobs;A. Jenkins;R. Jesik;K. Johns;Mikkel B. Johnson;A. Jonckheere;Per Jönsson;H. Jöstlein;A. Juste;D. Käfer;W. Kahl;S. Kahn;E. Kajfasz;A. Kalinin;J. Kalk;D. Karmanov;J. Kasper;D. Kau;R. Kaur;R. Kehoe;S. Kermiche;S. Kesisoglou;A. Khanov;A. Kharchilava;Y. Kharzheev;Ki;B. Klima;M. Klute;J. Kohli;M. Kopal;V. Korablev;J. Kotcher;B. Kothari;A. Koubarovsky;A. Kozelov;J. Kozminski;S. Krzywdzinski;S. Kuleshov;Y. Kulik;A. Kumar;S. Kunori;A. Kupco;T. Kurca;S. Lager;N. Lahrichi;G. Landsberg;J. Lazo;A. Bihan;P. Lebrun;S. W. Lee;W. Lee;A. Leflat;F. Lehner;C. Leonidopoulos;P. Lewis;J. Li;Q. Li;J. Lima;D. Lincoln;S. Linn;J. Linnemann;V. Lipaev;R. Lipton;L. Lobo;A. Lobodenko;M. Lokajicek;A. Lounis;H. Lubatti;L. Lueking;M. Lynker;A. Lyon;A. Maciel;R. Madaras;P. Mättig;A. Magerkurth;A. Magnan;N. Makovec;P. Mal;S. Malik;V. Malyshev;H. Mao;Y. Maravin;M. Martens;S. Mattingly;A. Mayorov;R. Mccarthy;R. McCroskey;D. Meder;H. Melanson;A. Melnitchouk;A. Mendes;M. Merkin;K. Merritt;A. Meyer;M. Michaut;H. Miettinen;J. Mitrevski;N. Mokhov;J. Molina;N. Mondal;R. Moore;G. Muanza;M. Mulders;Y. Mutaf;E. Nagy;M. Narain;N. A. Naumann;H. Neal;J. Negret;S. Nelson;P. Neustroev;C. Noeding;A. Nomerotski;S. Novaes;T. Nunnemann;E. Nurse;V. O’dell;D. O’Neil;V. Oguri;N. Oliveira;N. Oshima;G. O. Y. Garzon;P. Padley;N. Parashar;Jae;S. Park;J. Parsons;R. Partridge;N. Parua;A. Patwa;P. Perea;E. Perez;P. Pétroff;M. Petteni;L. Phaf;R. Piegaia;M. Pleier;P. Podesta;V. Podstavkov;Y. Pogorelov;B. Pope;W. D. Silva;H. Prosper;S. Protopopescu;J. Qian;A. Quadt;B. Quinn;K. Rani;K. Ranjan;P. Rapidis;P. Ratoff;N. Reay;S. Reucroft;M. Rijssenbeek;I. Ripp;F. Rizatdinova;C. Royon;P. Rubinov;R. Ruchti;V. Rud;G. Sajot;A. Sanchez;M. Sanders;A. Santoro;G. Savage;L. Sawyer;T. Scanlon;D. Schaile;R. Schamberger;H. Schellman;P. Schieferdecker;C. Schmitt;A. Schukin;A. Schwartzman;R. Schwienhorst;S. Sengupta;H. Severini;E. Shabalina;M. Shamim;V. Shary;W. Shephard;R. K. Shivpuri;D. Shpakov;R. Sidwell;V. Šimák;V. Sirotenko;P. Skubic;P. Slattery;R. P. Smith;K. Smolek;G. Snow;J. Snow;S. Snyder;S. Söldner;X. Song;Y. Song;L. Sonnenschein;A. Sopczak;M. Sosebee;K. Soustruznik;M. Souza;B. Spurlock;N. Stanton;J. Stark;J. Steele;G. Steinbrück;K. Stevenson;V. Stolin;A. Stone;D. Stoyanova;J. Strandberg;M. Strang;M. Strauss;R. Ströhmer;D. Strom;M. Strovink;L. Stutte;S. Sumowidagdo;A. Sznajder;M. Talby;P. Tamburello;W. Taylor;P. Telford;J. Temple;E. Thomas;B. Thooris;M. Tomoto;T. Toole;J. Torborg;S. Towers;T. Trefzger;S. Trincaz;B. Tuchming;C. Tully;A. Turcot;P. Tuts;L. Uvarov;S. Uvarov;S. Uzunyan;B. Vachon;R. Kooten;W. V. Leeuwen;N. Varelas;E. Varnes;I. Vasilyev;M. Vaupel;P. Verdier;L. Vertogradov;M. Verzocchi;F. Villeneuve;J. Vlimant;E. Toerne;M. Vreeswijk;T. Anh;H. Wahl;R. Walker;Long Wang;Z. M. Wang;J. Warchoł;M. Warsinsky;G. Watts;M. Wayne;M. Weber;H. Weerts;M. Wegner;N. Wermes;A. White;V. White;D. Whiteson;D. Wicke;D. A. Wijngaarden;G. Wilson;S. Wimpenny;J. Wittlin;M. Wobisch;J. Womersley;D. Wood;T. Wyatt;Q. Xu;N. Xuan;S. Yacoob;R. Yamada;M. Yan;T. Yasuda;Y. Yatsunenko;Y. Yen;K. Yip;S. Youn;J. Yu;A. Yurkewicz;A. Zabi;A. Zatserklyaniy;M. Zdrazil;C. Zeitnitz;D. Zhang;X. Zhang;T. Zhao;Z. Zhao;B. Zhou;J. Zhu;M. Zielinski;D. Zieminska;A. Zieminski;R. Zitoun;V. Zutshi;E. Zverev;A. Zylberstejn
通讯作者:
A. Zylberstejn
影响因子:
8.6
作者:
Andreassen, Anders;Komiske, Patrick T.;Thaler, Jesse
通讯作者:
Thaler, Jesse
影响因子:
5
作者:
de Lima, Danilo Ferreira;Petrov, Petar;Spannowsky, Michael
通讯作者:
Spannowsky, Michael
DOI:
--
发表时间:
2020
期刊:
影响因子:
--
作者:
S. L. Staggs;M. L. White;Paul A. Schewe;Erica B Davis;Ebony M. Dill
通讯作者:
Ebony M. Dill