Theta estimator | Item selection | Prior | SEM threshold θ true  ~ N(0,1) | SEM threshold θ true  ~ U(-3,3) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
0.25 | 0.32 | 0.40 | 0.45 | 0.50 | 0.25 | 0.32 | 0.40 | 0.45 | 0.50 | |||
MLE | UW-FI | - | 0.253 | 0.318 | 0.401 | 0.449 | 0.489 | 0.266 | 0.322 | 0.402 | 0.457 | 0.499 |
MLE | FP-KL | - | 0.253 | 0.319 | 0.401 | 0.448 | 0.488 | 0.266 | 0.324 | 0.402 | 0.457 | 0.497 |
BME | UW-FI | Normal | 0.251 | 0.322 | 0.407 | 0.453 | 0.476 | 0.279 | 0.355 | 0.48 | 0.558 | 0.619 |
BME | UW-FI | Uniform | 0.257 | 0.318 | 0.401 | 0.447 | 0.491 | 0.266 | 0.318 | 0.401 | 0.451 | 0.502 |
BME | FP-KL | Normal | 0.251 | 0.322 | 0.406 | 0.448 | 0.474 | 0.279 | 0.355 | 0.48 | 0.555 | 0.619 |
BME | FP-KL | Uniform | 0.259 | 0.318 | 0.395 | 0.44 | 0.484 | 0.263 | 0.322 | 0.396 | 0.452 | 0.491 |
EAP | UW-FI | Normal | 0.247 | 0.313 | 0.383 | 0.429 | 0.465 | 0.276 | 0.345 | 0.448 | 0.516 | 0.575 |
EAP | UW-FI | Uniform | 0.253 | 0.315 | 0.383 | 0.422 | 0.462 | 0.261 | 0.319 | 0.39 | 0.43 | 0.466 |
EAP | FP-KL | Normal | 0.247 | 0.313 | 0.383 | 0.427 | 0.468 | 0.276 | 0.346 | 0.447 | 0.512 | 0.585 |
EAP | FP-KL | Uniform | 0.253 | 0.315 | 0.377 | 0.422 | 0.463 | 0.263 | 0.319 | 0.385 | 0.43 | 0.465 |