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A knowledge acquisition module can relieve experts of that time-consuming task [Morik00] Why using Inductive Logic Programming (ILP) ? First order rules are easily understandable by doctors Relational learning allows to take into account temporal constraints ( chronicles) Why using multiple sources ? Information from a single source is not always sufficient to give a precise diagnosis (noise, complementary information, etc.) Z[Z.ZZZZZX.~~  H,H ~  @. Multisource data  H2 ECG channels, 1 hemodynamical channel: 3 views of the same phenomenonII&   * W>Monosource learning with ILP6 From A set of examples E defined on LE labeled by a class c C For each class c, E+ = {(ek,c)| k = 1,m} are the positive examples and E- = {(ek,c )| k = 1,m, c c } are the negative examples A bias B that defines the language LH of the hypotheses looked for A Background knowledge BK defined on L = LH LE Find for each class, a set of hypotheses H such that : H BK |= E+ (H covers all the positive examples) H BK E- (H covers no negative example) * * in practice this property is loosen?u7b  &     $ I  7>  ! &@]  2  d ^CDeclarative bias [Bias96]$   Grammar to define : the language (specify the vocabulary to use) the length of the hypotheses looked for the order in with consider literals Mandatory for ILP system such ICL[ICL95] N|,|,   X?"Example of learned monosource rule##(Z rule(bigeminy) :- qrs(R0, anormal), p_wav(P1, normal), suc(P1,R0), qrs(R1, normal), suc(R1,P1), qrs(R2, anormal, R1), suc(R2,R1), rr1(R1, R2, short). xZ9   V    K  * D0JMultisource learning : 2 approaches (example on two sources for one class)KK K  [@#Naive multisource learning problems$$( $ When number of sources increases => volume of data increases (aggregation of examples) expressiveness of language increases => the size of the hypothesis search defined by B is bigger than both search spaces defined by B1 and B2 too much computation time bad results due to important pruning when looking for hypotheses in the search space %P]PfPPoPPP"]f o \ \A"Idea : biased multisource learning##(6  Bias efficiently the multisource learning by using : monosource learned rules aggregated examples Difficult to define without background knowledge on the problem create a multisource bias automatically ! P6P-PBP--P 6-A+v      d      =+Algorithm (on two sources)$   ]B$How to construct bti ? (toy example).%Z H1: class(x):- p_wave(P0,normal), qrs(R0,normal), pr1(P0,R0, normal), suc(R0,P0). H2: class(x):- diastole(D0,normal), systole(S0,normal), suc(S0,D0).>ZQZZCZ>WL61Properties of the biased multisource search space 2 rules learned with the biased multisource method have an equal or higher accuracy than the monosource rules learned for the same class (in the worst case: vote) the biased multisource search space is smaller than the naive multisource search space ( DLAB [DLAB97]) there is no guaranty to find the best multisource solution with the biased multisource learningp1k31`2b m O9Examples of learned rules0Hclass(svt):- %ECG qrs(R0),qrs(R1),suc(R1,R0), qrs(R2),suc(R2,R1),rr1(R1,R2,short), rythm(R,R1,R2,regular), qrs(R3), suc(R3,R2),rr1(R2,R3,short), qrs(R4),suc(R4,R3),rr1(R3,R4, short). (covers 2 neg)@!  % %$F2Results on the whole database(   T<Less informative database (new results without multisource cross validation problems and new constraint on ABP monosource learning)((i(   G3 ConclusioneBiased multisource vs monosource: better or equal accuracy less complex rules (less rules or less literals) Biased multisource method vs naive method: better accuracy narrower search space reduced computation time Multisource learning can improve the reliability of diagnosis (particularly on complementary data) The biased method allows scalabilitynfZ"fNb+fCb eT  u  R  A/ References  [Calicot03] : Temporal abstraction and inductive logic programming for arrhythmia recognition from ECG. G. Carrault, M-O. Cordier, R. Quiniou, F. Wang, AIMed 2003 [Moody96] : A database to support development and evaluation of intensive care monitoring. G.B. Moody et al. Computer in Cardiology 96 [ICL95] : Inductive Constraint Logic (ILP). L. De Raedt et W. Van Laer, Inductive Logic Programming 95 [Bias96] : Declarative bias in ILP. Nedellec et al. Advances in ILP 96 [DLAB97] : Clausal discovery. L. De Raedt, L. Dehaspe, Machine Learning 97 [Morik00] : Knowledge discovery and knowledge validation in intensive care. K. Morik et al. AIMed 2000 P   aA,/ S k           !     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N 0   0 f   6o0    0$ R0 R1 R2 n 2EEEEEE   0\*@  <P1 2E 8 3 m !L @ 3   3  f   63 h   6d3o   vExample bigeminy e21 2a$@ 3    3  f  63  h   6o   vExample bigeminy e31 2a$n  0"`3 W h:   6o ) I  bExample X* e41 2en  0"`3 Jh-  6o < bExample Z* en1 2e  69 I 6&  2`N     3  `  0    0   vExample bigeminy e11 2a$  0m *X& Z bigeminy. 2c X " 0 t8  ~   ~ f  6 P I   0D V ~  VInduction +B +BK* 20(2cH  0޽h ? ffD3f___PPT10i.ݴy+D=' = @B +5  44X0, 4(  0~ 0 s *4 qd    0 0d7  B 2`   0 0l9  nConsistency : " i j (ek,i, c) (ek,j, c ) c = c 8 2a   !     @      LB  0 c $D@ @ YL 3   0#  2qw` 0 03 h  0 0Hn   zExample bigeminy e12 2c&   L 3 (  0#  qw` 0 03  h  0 0Mn (  zExample bigeminy e13 2c&   f 0 0 "`q# 0 6R w ^Example X* e14  2g  f 0 0 "`Gq# 0 68W )w ^Example Z* e1n  2g   0 <[ F L&  2b  L    0#  {qwN` 0 0   0 0<`   zExample bigeminy e11 2c&   ^ 0 6 M9Dd 0 < T  0 6d "  lInduction +B1 +BK1* 2 0(2c  L 3   .0#   qwf h /0 s *"`3 h  00 00kn   zExample bigeminy e22 2c&   L 3 (  10#  f qw: h 20 s *"`3  h  30 0Hon (  zExample bigeminy e23 2c&   L q -  ]0#  ; qw n 40 0"`q2   50 6t -  ^Example X* e24  2g  L q -k  \0#   qw\n 60 0"`q K  70 6py -k  ^Example Z* e2n  2g   80 <}    L&  2b  L    90#   qw h :0 s *"`   ;0 0   zExample bigeminy e21 2c&   ^ 0 6  9wd 0 <  k   0 6  ) 0  lInduction +B2 +BK2* 2 0(2c   0 0$z   \H1* 2ai   0 0\F z  f  \H2* 2ai   0 0ȍp  [H* 2ai  4L    }0# P ( T 3   L0#  ` M0 03 h  N0 0ln   zExample bigeminy e12 2c&   @   [0 C n R0 0"` 6 S0 6`  ^Example X* e14  2g  @  ^6 Z0   n T0 0"` 6( U0 6 ^6 ^Example Z* e1n  2g   V0 < x  L&  2b  T    W0#  ` X0 0   Y0 0,   zExample bigeminy e11 2c&   N q -X  m0  c : h n0 s *"`q K  o0 0 -X  ^Example Z* e2n  2g  N q -  p0   h q0 s *"`q2   r0 0 -  ^Example X* e24  2g  @  7 v0 } T 3   O0#  ` P0 03  h  Q0 0|n   zExample bigeminy e13 2c&   T 3   s0#  `7h t0 s *"`3  h  u0 0n   zExample bigeminy e23 2c&   T 3   w0#  mEh x0 s *"`3 h  y0 0n   zExample bigeminy e22 2c&   T    z0#  ~h {0 s *"`   |0 0   zExample bigeminy e21 2c&   ^ 0 6] d 0 < F  0 6t S VY  jInduction +B +BK* 20(2c  XB 0@ 0DC 0 0P. `aggregated examples  2c   0 0~  dNaive multisource learning 2a   0 0<q 6 kmonosource learning on source 1 2 c   0 0p j  kmonosource learning on source 2 2 c   0 0,q  Vote between H1 and H2 ?V 2aiaia  RB 0@ s *DRB 0 s *DPH 0 0޽h ? ffD3fy___PPT10Y+D=' = @B +}  $(  r  S     r  S    H  0޽h ? ffD3f___PPT10i.0+p+D=' = @B +}  $(  r  S  <    r  S  P  H  0޽h ? ffD3f___PPT10i.+D=' = @B +M  e#]#;c0 "(    BCJ DEFA&J  @`S" ,Y,$@  0 F B CDE$F.A Pp @`,$@ 0r  S L d    & 0 Y ,$ 0 Resulting search space 2a6  . 0P 0pV ,$  0 L : naive multisource language 2a,     BCDEFAA @` ,$@ 0   BC~DEFA~! @`S"  ,$@ 0@ j" # ,$D 0TB B c $Dj"TB  c $Dj"@ j" #  2 ,$@ 0TB B c $Dj"TB  c $Dj"  6 3 ,$ 0 PH22 2em  6"cV,$  0 ;L 2e  6T&m3 &,$ 0 PL22 2eml  0 p ^ 0 p,$@ 0  6*0 " PH12 2em   6(/ P p PL12 2emB % 6DV  ,$@ 0 + 6<4 ,$ 0 jLb2 2emGl  0  ` 0 ,$D  0lB >B <D| lB B <D|;T j" !# P:TB "B c $Dj"TB # c $Dj" S 6P:p0  Ybt1: 2%-`;l   Y ,$D 0lB B <D|  pfB @ 6D| pT j" G#  @ TB HB c $Dj"TB I c $Dj" T 0@ p  Ybt2: 2%-`5l   [ ,$D 0fB =B 6D|  fB A 6D| T j" J#  p TB KB c $Dj"TB L c $Dj" U 0G   Ybt3: 2%-`5l   \ ,$D 0fB < 6D|  pfB B 6D| pT j" M# P @ TB NB c $Dj"TB O c $Dj" V 0xN p  Ybt4: 2%-`;l  ],$D 0fB ? 6D|  T j" P# 0JTB QB c $Dj"TB R c $Dj"lB C <D|  W 0U0 Ybt5: 2%-`A b 0ZV D ,$ 0 !Lb : biased multisource language 2! 2!ab6  c 0XavDT,$  0 pLi : langage of source i 2a  H  0޽h ? ffD3f.*&*___PPT10*.[M'+"D(' = @B D'' = @BA?%,( < +O%,( < +DL' =%(D' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<* %(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*^%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =%(D3' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<* %(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*c%(Df' =%(D' =%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*.%(D4' =%(D' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*`%(D4' =%(D' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*Y%(D4' =%(D' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*[%(D4' =%(D' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*\%(D4' =%(D' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*]%(D' =%(D3' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*F%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*+%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*%%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*&%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*b%(++0+& ++0+. ++0+ ++0+ ++0+ ++0++ ++0+b ++0+c +       (  r  S ԋ wG   r  S    RB  s *D s RB  s *D%  RB  s *D" P pRB  s *D e RB   s *D6  6    0АS   8&  2b   0z i  class(x):- p_wave(P0,normal), diastole(D0,normal), suci(D0,P0),qrs(R0,normal), systole(S0,normal), suci(S0,R0), pr1(P0,R0,normal), suc(R0,P0), suc(S0,D0).  0Z0Z 2 ( $ ,bb "!)   0ܟ S class(x):- p_wave(P0,normal), qrs(R0,normal), pr1(P0,R0,normal), suc(R0,P0), diastole(D0,normal), suci(D0,R0),systole(S0,normal), suc(S0,D0).  0Z0Z 2 2 W  b b P  $*  6Z ]  %Rule fusion + new relational literals &(2&c6 l  6Ԕ"`p H  0޽h ? ffD3f___PPT10i.1m2+D=' = @B +w  P.(  Pl P C  '    P C    "  XH P 0޽h ? ffD3fy___PPT10Y+D=' = @B +   ,    \4 (  \r \ S  Pp    \ s *d  S"  p  2 \ s *  @ ^ class(svt):- %ABP systole(S0),systole(S1),suc(S1,S0), amp_ss(S0,S1,normal), systole(S2),suc(S2,S1), amp_ss(S1,S2,normal),ss1(S1,S2,short). (covers 1 neg, does not cover 1 pos)@! &," \ s *h @ 6  "class(svt):- %biased multi qrs(R0),qrs(R1),suc(R1,R0), qrs(R2), suc(R2,R1),rr1(R1,R2,short), rythm(R,R1,R2,regular), qrs(R3), suc(R3,R2),rr1(R2;R3,short), systole(S0), suci(S0,R3), qrs(R4), suci(R4,S0),suc(R4,R3), systole(S1),suc(S1,S0), suci(S1,R4), amp_ss(S0,S1,normal).#!     &  & 3 .   \ 00 @  class(svt):- %naive multi qrs(R0), systole(S0), suc(S0,R0), qrs(R1), suc(R1,S0), systole(S1), suc(S1,R1),suc(R1,R0),rr1(R1,R2,short). (covers 12 neg) f  2  s't !JX  \ 0 X  \ 0] pX  \ 0@ ,6 X  \ 0 @ ,H \ 0޽h ? ffD3f___PPT10i./Ьz^+D=' = @B +1  00 7e>@v0(  <r < S TL    vB d< N1 ?@@vB e< N1 ?@"+8 P  c>Tt T   =# P  ?< TV?  q657(  P P P  @< THY?  22735.(  P P P  A< T(i?m  r1023(  P P P  B< Tq?` m r1063(  P P P  C< Tz? ` Nb Nodes (   P P P |T   =# P  D< T?  o5(  P P P  E< T?  q4/2(  P P P  F< TL~?p   q3/2(  P P P  G< Tp?c p  o5(  P P P  H< Ţ? c  |Cardiac cycles(  P P P T   =# P  I< T?   o1(  P P P  J< T?  o2(  P P P  K< T?p   o2(  P P P  L< T?c p  o1(  P P P  M< T? c  Nb Rules (   P P P T    =# P  N< T?  o1(  P P P  O< TT?  q0.7(  P P P  P< Tx?x   r0.84(  P P P  Q< T?k x  o1(  P P P  R< T?  k  TestACC,(  P P P T  p  =# P  S< T?k p  o1(  P P P  T< T\? k  s0.916(  P P P  U< T<?H   s0.998(  P P P  V< TD(?; H  o1(  P P P   W< T1? ;  ACC,(  P P P T 5  =# P 6 >< Tx<? arrhyt1 bigeminy0( &   P P P  X< TF?0 5  Biased,(  P P P  Y< T??Z0  sNaive(  P P P  Z< TY? Z Source 2 (ABP),(  P P P $ [< Td?  Source 1 (ECG):(  P P P T @  =# P  ;< Tn?e@  z Multi source (   P P P  << To? e y Mono source (   P P P  =< T0?  f( P P P B j< T1 ?eeuT   T># P   U> NĂ?  363.86*.(  P P P  V> N?  r3100(  P P P  W> N?m  s14.27(  P P P  X> Nx?` m s26.99(  P P P  Y> N? ` vCPU time (   P P P  b> 0Ȱ   q%*include monosource computation times& 2&c & 4 d> 00 0 ~Biased multisource much more efficient than naive multisource No significant improvement from monosource to biased multisource& 2~#`    e> 08  SDatabase : small(50) not noisy sources are redundant for the studied arrhythmias( 2I 2Ta T H < 0޽h ? ffD3f___PPT10i.kj+D=' = @B +mB  A|ALpA(  px p c $ t   pB p H1 ?@@pB p H1 ?@"8 P  hp InT    p# P   p N?  q8/5(  P P P  p N?  s4/4/6(  P P P  p N?p   o5(  P P P  p N?c p  }4,(  P P P  p N$? c  |Cardiac cycles(  P P P bT   p# P  p N?   o2(  P P P  p Ns?  o3(  P P P  p N s?p   o1(  P P P  p Ns?c p  o1(  P P P   p Ns? c  Rules(H) (   P P P kT    p# P  p N$s?  q0.9(  P P P  p N 5s?  r0.64(  P P P  p N=s?x   r0.86(  P P P  p NFs?k x  q0.4(  P P P   p NPs?  k  TestACC(  P P P jT  p  p# P  p NHZs?k p  0.98,(  P P P   p N@cs? k  s0.945(  P P P  !p Nks?H   r0.94(  P P P  "p Nts?; H  r0.44(  P P P  #p NP~s? ;  qACC(  P P P T 5  $p# P + %p Ns?  arrhyt1 ves0 (&   P P P  &p Ns?0 5  tBiased(  P P P  'p N0s?Z0  sNaive(  P P P  (p N`s? Z |Source 2 (ABP)(  P P P  )p N@s?  |Source 1 (ECG)(  P P P T @  *p# P  +p Ns?e@  z Multi source (   P P P  ,p Ns? e y Mono source (   P P P  -p Ns?  f( P P P ~B .p N1 ?eeF P  ip @ YIhT   jp# P  kp Ns?  o5(  P P P  lp Ns?  o2(  P P P  mp Ns?p   o3(  P P P  np Ns?c p  }5,(  P P P  op Ns? c  |Cardiac cycles(  P P P bT   pp# P  qp Nt?   o1(  P P P  rp N t?  o1(  P P P  sp Nxt?p   o1(  P P P  tp Nt?c p  o1(  P P P   up Nt? c  Rules(H) (   P P P T    vp# P  wp N/t?  0.92,(  P P P  xp N2t?  r0.76(  P P P  yp NLBt?x   r0.84(  P P P  zp NKt?k x  0.94,(  P P P   {p NPUt?  k  TestACC(  P P P \T  p  |p# P  }p Nx^t?k p  r0.99(  P P P  ~p Ngt? k  r0.76(  P P P  p Nit?H   s0.962(  P P P  p Nxyt?; H  r0.96(  P P P  p N܂t? ;  qACC(  P P P T 5  p# P + p Nt?  arrhyt2 svt0 (&   P P P  p NLt?0 5  tBiased(  P P P  p Nt?Z0  sNaive(  P P P  p N4t? Z |Source 2 (ABP)(  P P P  p N,t?  |Source 1 (ECG)(  P P P T @  p# P  p Nt?e@  z Multi source (   P P P  p NLt? e y Mono source (   P P P  p N@t?  f( P P P ~B p N1 ?eeH p 0޽h ? ffD3f___PPT10i.kj+D=' = @B +  @@V(  @x @ c $t   t  @  <ht  "`' t H @ 0޽h ? ffD3fy___PPT10Y+D=' = @B +  P(V(  (r ( S Ht   t  ( s *t  S" T t H ( 0޽h ? ffD3f___PPT10i.OXQj+D=' = @B +$  `4$(  4r 4 S t 'YP  t r 4 S t  t H 4 0޽h ? ffD3f80___PPT10.=\    ((  (l ( C  v `0  v  ( 3 v0e0eA aimdm99-8 p@ v " H ( 0޽h ? ffD3f  .(  l  C ܩ `   b  C :A"diastole_systole r  0<   @Attributs : - amplitude diastole/systole - diffrence d amplitude entre diastole et systole - intervalle de temps entre diastole et systole (sd, ds, dd, ss, & .) 2>H  0޽h ? ffD3f2 0 l%(  lX l C    v l S =v @  v 'Rajouter les noeudsH l 0޽h ? ̙3380___PPT10.;`p< 0  t1(  t^ t S    v t c $Lv @  v 'Rajouter les noeudsH t 0޽h ? ̙3348 0 D(  X  C    v  S pAv @  v F monosource !!!! 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rules from multisource data for cardiac monitoring nContext (ICCU/ [Calicot03]) Cardiac Arrhythmias Learning for Intelligent Classification of On-line Tracks Motivations Multisource data Monosource learning with ILPDeclarative bias [Bias96]#Example of learned monosource ruleKMultisource learning : 2 approaches (example on two sources for one class)$Naive multisource learning problems#Idea : biased multisource learningAlgorithm (on two sources)%How to construct bti ? (toy example)2Properties of the biased multisource search spaceExamples of learned rulesResults on the whole databaseLess informative database (new results without multisource cross validation problems and new constraint on ABP monosource learning) Conclusion References Property on aggregated examplesUActivité électrique du cœur : les éléments de l’apprentissage (voies II et V)Voie hémodynamique  Fonts UsedDesign Template Slide Titles_HunterHunter  !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~      !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~      !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~Root EntrydO)PicturesCurrent UserSummaryInformation(8UPowerPoint Document(L"DocumentSummaryInformation8