;; This file contains two sections. ;; The first section lists the attributes that describe calendar meetings, ;; along with their legal values. (For english descriptions of the ;; meaning of each attribute, see the file ;; /afs/cs/project/theo-1/assignment/attributes.doc). ;; IMPORTANT NOTE: YOU PROBABLY WILL BE DISAPPOINTED IN THE ACCURACY OF YOUR ;; LEARNED TREE IF YOU ALLOW YOUR PROGRAM TO CONSIDER ALL THESE ATTRIBUTES. ;; TRY EXPERIMENTING TO FIND A SET OF ATTRIBUTES THAT ;; PRODUCE REASONABLE RESULTS. ;; The second section of this file contains the training examples, each ;; describing some meeting in terms of the above attributes. Your ;; learning task is to predict the value of the attribute ;; thirty-minute-meeting? based on the values of the other attributes. ;;;************ SECTION 1: ATTRIBUTES *************** ;; Attribute Legal values (thirty-minute-meeting? ( no yes)) (day-of-week ( wednesday friday thursday tuesday monday)) (req-start-time ( 1030 1300 1600 1730 900 800 1230 1130 1100 1700 830 1000 1200 1430 1400 1330 1530 1630 1500)) (action ( add-event copy-event)) (cmu-attendees? ( no yes)) (day-of-week-of-next-meeting-with-these-attendees ( wednesday friday thursday tuesday monday)) (day-of-week-of-last-meeting-with-these-attendees ( tuesday monday wednesday thursday friday)) (department-attendees ( mcs ri scs robotics cs)) (duration-of-next-meeting-with-these-attendees ( 60 90 30)) (duration-of-last-meeting-with-these-attendees ( 120 240 90 30 60)) (group-attendees? ( yes no)) (historical-immediacy ( 4 8 9/2 49/8 7295/528 22/3 7/2 2 4015/448 0 9575/312 1309/148 2761/384 10823/600 6721/288 541/28 3851/440 10439/576 2377/360 97/5 6541/276 9119/288 3843/436 4463/264 23975/792 10297/444 122/7 959/40 7 1 183/10 3 10243/432 8999/264 10223/552 2041/336 527/27 427/48 6385/264 23543/768 4343/252)) (historical-immediacy-last-60-days ( 43/5 18 12 21/4 15 25/2 34/3 3/5 9 14 13 5 13/2 19/2 10/3 2/3 11 1/3 3/2 0 6 1/4 1 3)) (known-attendees? ( no yes)) (most-common-day-these-attendees (wednesday friday thursday tuesday monday)) (most-common-day-these-attendees-last-60-days ( tuesday monday wednesday thursday friday)) (most-common-time-last-60-days ( 1330 1400 1200 1500 800)) (most-common-time-last-60-days-this-meeting-type ( 1330 900 800 1400 1200)) (most-common-time-these-attendees ( 1700 1000 1130 1100 900 1030 1300 1200 830 1430 1530 1500 1400 1330 1630)) (most-common-time-these-attendees-last-60-days ( 1530 1200 1630 1030 1430 1330 1130 830 1700 1100 1500 1400)) (position-attendees ( undergrad administrator research-programmer faculty grad-student)) (req-course-name ( 15-880a)) (req-event-type ( course out meeting seminar)) (req-location ( hbh1201 hbh1202 hbh2224 res-hall-118 weh5327 dc unknown mib205 meghan-bd weh5220 grand-concourse weh5409 thanksgiving weh7220 weh7127 phone-call weh4220 edrc-conf-rm weh4625 weh3210 weh1302 dh4301 weh1307 weh4623 weh5309 weh4601)) (req-seminar-type ( ri-fac-lunch cap-group ai-seminar reinforcement-learning)) (req-speakers ( (hwang unknown) (wang unknown) (mitchell unknown) (simmons) (unknown))) (second-most-common-time-last-60-days-this-meeting-type ( 1300 1400 1330 1530 1500 1100)) (second-most-common-time-last-60-days ( 1330 1500 800 1200 1400)) (single-person? ( yes no)) (sponsor-attendees ( carbonell touretzky unknown reddy mitchell/simon witkin/mitchell thorpe mitchell)) (third-most-common-time-last-60-days ( 1500 1330 800 1400 1200)) (third-most-common-time-last-60-days-this-meeting-type ( 1430 1700 1300 1530 1330 1500 1100 1200 1130)) (time-since-last-meeting-with-these-attendees ( 3505/24 57 180 4 25 0 3 11 1 21 7 10 2 9 47 135 56 111 6 34 118 41 5)) (time-until-next-meeting-with-these-attendees ( 481/24 2 7 6 11 10 4 0 3 1 9 12 8 13 5)) ;;;************ SECTION 2: TRAINING EXAMPLES *************** ;; each training example below is described by a list of the form ;; (example-name *novalue* (attribute1 value)(attribute2 value)...) ;; ^ ;; | ;; Ignore this token. It is not needed by your program ;; Note the target attribute thirty-minute-meeting? is provided as one ;; of the attributes in the list. ;; Note some of the attributes have no known value. E.g., the attribute ;; "sponsor-attendees" in the first example below. Unknown attribute ;; values are indicated by the value "unknown". ;; The point of the homework is to focus ;; on machine learning algorithms, so you need not write general code for ;; reading in examples of this particular format. ;; Feel free to change the format of this file to make it easy for ;; your program, or even edit these examples directly into your code if you ;; prefer to avoid file I/O. 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no) (sponsor-attendees unknown) (third-most-common-time-last-60-days 1200) (third-most-common-time-last-60-days-this-meeting-type 1130) (time-since-last-meeting-with-these-attendees unknown) (time-until-next-meeting-with-these-attendees unknown) (thirty-minute-meeting? no)) (copy-event-9-15-1993-14-35-38 *novalue* (action-time 2957106938) (day-of-week monday) (req-start-time 1630) (action copy-event) (cmu-attendees? yes) (day-of-week-of-next-meeting-with-these-attendees monday) (day-of-week-of-last-meeting-with-these-attendees friday) (department-attendees cs) (duration-of-next-meeting-with-these-attendees 30) (duration-of-last-meeting-with-these-attendees 60) (group-attendees? no) (historical-immediacy 4343/252) (historical-immediacy-last-60-days 3) (known-attendees? yes) (most-common-day-these-attendees monday) (most-common-day-these-attendees-last-60-days friday) (most-common-time-last-60-days 800) (most-common-time-last-60-days-this-meeting-type 1400) (most-common-time-these-attendees 1630) (most-common-time-these-attendees-last-60-days 1400) (position-attendees grad-student) (req-course-name nil) (req-event-type meeting) (req-location weh5309) (req-seminar-type nil) (req-sorted-attendees (osullivan)) (req-speakers unknown) (second-most-common-time-last-60-days-this-meeting-type 1500) (second-most-common-time-last-60-days 1400) (single-person? yes) (sponsor-attendees mitchell) (third-most-common-time-last-60-days 1200) (third-most-common-time-last-60-days-this-meeting-type 1200) (time-since-last-meeting-with-these-attendees 5) (time-until-next-meeting-with-these-attendees 5) (thirty-minute-meeting? yes)) (copy-event-9-15-1993-14-38-55 *novalue* (action-time 2957107135) (day-of-week tuesday) (req-start-time 1530) (action copy-event) (cmu-attendees? unknown) (day-of-week-of-next-meeting-with-these-attendees unknown) (day-of-week-of-last-meeting-with-these-attendees unknown) (department-attendees unknown) (duration-of-next-meeting-with-these-attendees unknown) (duration-of-last-meeting-with-these-attendees unknown) (group-attendees? unknown) (historical-immediacy unknown) (historical-immediacy-last-60-days unknown) (known-attendees? unknown) (most-common-day-these-attendees unknown) (most-common-day-these-attendees-last-60-days unknown) (most-common-time-last-60-days 800) (most-common-time-last-60-days-this-meeting-type 1200) (most-common-time-these-attendees unknown) (most-common-time-these-attendees-last-60-days unknown) (position-attendees unknown) (req-course-name nil) (req-event-type seminar) (req-location weh4623) (req-seminar-type ai-seminar) (req-sorted-attendees nil) (req-speakers (unknown)) (second-most-common-time-last-60-days-this-meeting-type 1100) (second-most-common-time-last-60-days 1400) (single-person? 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