This is an annexe of the publication:
Mining a Multimodal Corpus of Doctor’s Training for Virtual Patient’s Feedbacks International Conference on Multimodal Interaction (ICMI), 2017, Glasgow, Scotland.
We extracted 8368 sequences from the corpus as describe in the following table:
| Feedback modality | Sequences | Sequences length | ||
|---|---|---|---|---|
| nbr. | % | mean | SD | |
| Head | 3576 | 43 | 4.85 | 3.37 |
| Gaze | 1389 | 17 | 4.50 | 3.40 |
| Hand | 1290 | 18 | 4.03 | 3.07 |
| Verbal | 701 | 9 | 5.39 | 3.51 |
| Posture | 431 | 5 | 4.99 | 3.27 |
| Eyebrows | 323 | 3 | 4.73 | 3.60 |
| Smile | 26 | 0.4 | 3.88 | 2.25 |
| No feedback | 632 | 7 | 4.93 | 3.22 |
The full list of sequences in the SPMF input format are here.
We use the SMPF implementation of ERMiner to extract the rules.
Using a minimal support of 1% and a minimal confidence of 0.10, we obtains 73 rules leading to a feedback (over 715 rules).
The table list the 11 best rules:
| rule | support | confidence |
| doctor_hands_mvt, doctor_gaze_interlocutor, doctor_adjective ⇒ patient_head_nod | 85 | 0.285 |
| doctor_head_side, doctor_gaze_interlocutor, doctor_noun ⇒ patient_head_nod | 87 | 0.275 |
| doctor_verb, doctor_gaze_interlocutor, doctor_adjective ⇒ patient_head_nod | 85 | 0.274 |
| doctor_adverb, doctor_gaze_interlocutor, doctor_noun ⇒ patient_head_nod | 144 | 0.273 |
| doctor_head_side, doctor_verb, doctor_gaze_interlocutor ⇒ patient_head_nod | 125 | 0.272 |
| doctor_verb, doctor_adverb, doctor_gaze_interlocutor, doctor_noun ⇒ patient_head_nod | 125 | 0.271 |
| doctor_hands_mvt, doctor_adverb, doctor_gaze_interlocutor, doctor_noun ⇒ patient_head_nod | 107 | 0.270 |
| doctor_gaze_interlocutor, doctor_adjective ⇒ patient_head_nod | 96 | 0.263 |
| doctor_hands_mvt, doctor_head_side, doctor_verb, doctor_gaze_interlocutor ⇒ patient_head_nod | 102 | 0.262 |
| doctor_hands_mvt, doctor_verb, doctor_adverb, doctor_gaze_interlocutor, doctor_noun ⇒ patient_head_nod | 91 | 0.260 |
| doctor_hands_mvt, doctor_verb, doctor_adverb, doctor_gaze_interlocutor ⇒ patient_head_nod | 159 | 0.254 |
You can find the full list of rules here.