notesum.ai

Published at November 9

Multi-View Majority Vote Learning Algorithms: Direct Minimization of PAC-Bayesian Bounds

cs.LG

cs.AI

stat.ML

Released Date: November 9, 2024

Authors: Mehdi Hennequin, Abdelkrim Zitouni, Khalid Benabdeslem, Haytham Elghazel, Yacine Gaci

Arxiv: http://arxiv.org/abs/2411.06276v1

	mfeat-large 5vs6								Mean
	Con.	MV	View1	View2	View3	View4	View5	View6
$\mathcal{R}$ 7
Bnd	.415	.522	.709	.615	.533	.395	.486	.769	.556
$G$	.185	.237	.329	.282	.242	.175	.219	.358	.254
$\mathcal{B}$	.067	.072	.198	.156	.133	.091	.182	.342	.155
$\mathcal{K}$ 8
Bnd	.367	.367	.390	.549	.388	.361	.430	.744	.450
$G$	.161	.163	.172	.248	.171	.158	.191	.344	.201
$\mathcal{B}$	.064	.107	.154	.228	.152	.101	.185	.343	.167
$\mathcal{E}$ 2.4
Bnd	.527	.674	.875	.715	.707	.501	.636	.855	.686
$G$	.238	.288	.405	.328	.324	.225	.288	.394	.311
$\mathcal{B}$	.078	.079	.309	.130	.134	.087	.197	.339	.169
$\mathcal{K}^{u}$ 9
Bnd	.522	.606	.864	.715	.695	.510	.630	.858	.675
$G$	.235	.232	.400	.328	.318	.229	.286	.396	.303
$\mathcal{B}$	.072	.065	.273	.127	.120	.083	.186	.338	.158
$\mathcal{E}_{\textnormal{II}}$ 11
Bnd	.345	.462	.700	.582	.514	.352	.582	.946	.560
$G$	.229	.264	.371	.328	.301	.226	.280	.400	.300
$\mathcal{B}$	.047	.046	.170	.124	.107	.059	.173	.342	.133
$\mathcal{K}_{\textnormal{II}}$ 13
Bnd	.350	.448	.717	.581	.525	.358	.592	.946	.565
$G$	.231	.239	.380	.327	.306	.229	.284	.400	.300
$\mathcal{B}$	.049	.047	.173	.124	.104	.062	.176	.341	.135
$\mathcal{R}_{\textnormal{II}}$ 12
Bnd	.395	.431	.803	.628	.560	.407	.650	1.0	.609
$G$	.196	.255	.371	.302	.267	.192	.233	.358	.272
$\mathcal{B}$	.072	.056	.223	.150	.124	.085	.182	.342	.154
$\mathcal{K}^{u}_{\textnormal{II}}$ 14
Bnd	.400	.386	.862	.640	.572	.408	.629	1.0	.624
$G$	.213	.239	.391	.317	.289	.212	.245	.379	.286
$\mathcal{B}$	.057	.056	.273	.136	.112	.069	.180	.338	.153
$\mathcal{C}_{S}^{S}$ 3.1
Bnd	.416	.501	.817	.635	.583	.436	.632	.929	.619
$G$	.212	.289	.386	.301	.285	.217	.250	.348	.286
$\mathcal{B}$	.052	.052	.178	.136	.113	.065	.175	.344	.139
$\mathcal{C}_{S}^{T}$ 3.2
Bnd	.427	.474	.779	.714	.634	.437	.673	.944	.635
$G$	.231	.204	.342	.324	.298	.228	.274	.394	.287
$\mathcal{B}$	.049	.049	.154	.127	.104	.062	.173	.338	.132
Mean
Bnd	.416	.487	.752	.637	.571	.416	.594	.908
$G$	.213	.241	.355	.309	.280	.209	.255	.377
$\mathcal{B}$	.061	.063	.210	.144	.120	.076	.181	.341