causal-hub 0.0.5

A library for causal models, inference and discovery.
Documentation 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95

{
    "name": "eating",
    "description": "See: U. Nodelman, C.R. Shelton, and D. Koller (2003). \"Learning Continuous Time Bayesian Networks.\" Proc. Nineteenth Conference on Uncertainty in Artificial Intelligence (UAI) (pp. 451-458).",
    "initial_distribution": {
        "graph": {
            "labels": ["Eating", "FullStomach", "Hungry"],
            "edges": [],
            "type": "digraph"
        },
        "cpds": [
            {
                "states": { "Eating": ["no", "yes"] },
                "conditioning_states": {},
                "parameters": [
                    [0.5, 0.5]
                ],
                "type": "catcpd"
            },
            {
                "states": { "FullStomach": ["no", "yes"] },
                "conditioning_states": {},
                "parameters": [
                    [0.5, 0.5]
                ],
                "type": "catcpd"
            },
            {
                "states": { "Hungry": ["no", "yes"] },
                "conditioning_states": {},
                "parameters": [
                    [0.5, 0.5]
                ],
                "type": "catcpd"
            }
        ],
        "type": "catbn"
    },
    "graph": {
        "labels": ["Eating", "FullStomach", "Hungry"],
        "edges": [
            ["Eating", "FullStomach"],
            ["FullStomach", "Hungry"],
            ["Hungry", "Eating"]
        ],
        "type": "digraph"
    },
    "cims": [
        {
            "states": { "Eating": ["no", "yes"] },
            "conditioning_states": { "Hungry": ["no", "yes"] },
            "parameters": [
                [
                    [-0.1, 0.1],
                    [10.0, -10.0]
                ],
                [
                    [-2.0, 2.0],
                    [0.1, -0.1]
                ]
            ],
            "type": "catcim"
        },
        {
            "states": { "FullStomach": ["no", "yes"] },
            "conditioning_states": { "Eating": ["no", "yes"] },
            "parameters": [
                [
                    [-0.1, 0.1],
                    [10.0, -10.0]
                ],
                [
                    [-2.0, 2.0],
                    [0.1, -0.1]
                ]
            ],
            "type": "catcim"
        },
        {
            "states": { "Hungry": ["no", "yes"] },
            "conditioning_states": { "FullStomach": ["no", "yes"] },
            "parameters": [
                [
                    [-0.1, 0.1],
                    [10.0, -10.0]
                ],
                [
                    [-2.0, 2.0],
                    [0.1, -0.1]
                ]
            ],
            "type": "catcim"
        }
    ],
    "type": "catctbn"
}