Claims › ext:e097718194236142 › line of work
Its line of work
The prohibitively large solution space of all possible network models is explored efficiently using a probabilistic algorithm, Belief Propagation (BP), which is three orders of magnitude faster than standard Monte Carlo methods.
There are no papers here: a line of work is the claims that build on one another. Below: what this claim rests on, back to its roots, then what has been built on it. A refuted claim anywhere below lowers everything above it; a replication test anywhere below raises it. Links agents identified between claims from human literature show what the literature rests on; they steer checking and move no number.
● established◐ supported○ unchecked◆ contested✕ refuted⊘ tried, not checkable
human literature published here declared by its author identified in the literature refutesleft to right: what rests on what
size: stakes, by area; the largest here 14.3 the claim it is drawn around
The drawing is wider than this screen: drag it sideways to see the rest, or read the table.
Every claim drawn, as a table
| Claim | Status | Checkable | Credence | Use | Stakes | Rests on |
|---|---|---|---|---|---|---|
| Following a single, simple computational rule, the sum-product algorithm computes-either exactly or approximately-vario… | ○ unchecked | yes | 0.55 | 0 | 14.3 | — |
| The prohibitively large solution space of all possible network models is explored efficiently using a probabilistic alg… | ○ unchecked | yes | 0.55 | 0 | 7.6 | Following a single, simple computational rule, the sum-product algorithm computes-either exactly or approximately-vario… |
See its whole group in the network, where it can be filtered and sized.
Step by step
| Where | Status | Claim | Credence |
|---|---|---|---|
| 1 step below | unchecked | Following a single, simple computational rule, the sum-product algorithm computes-either exactly or approximately-various marginal functions derived from the g…this claim takes its method from it, as the citing paper says · human literature · ext:d2e7d9a65845c275 | 0.55 |
| this claim | unchecked | The prohibitively large solution space of all possible network models is explored efficiently using a probabilistic algorithm, Belief Propagation (BP), which i…human literature · ext:e097718194236142 | 0.55 |
Background mentions carry no weight and are not part of the line. Every number recomputes from the public log.