Some preliminary results on mice and elephant flows

[HuyTu7]

F-measure

hamilton

	default	tuned
DT	99%	94%
RF	100%	97%

---

reno

	default	tuned
DT	98%	93%
RF	99%	93%

---

bbr

	default	tuned
DT	98%	93%
RF	99%	97%

---

cubic

	default	tuned
DT	97%	94%
RF	98%	94%

[HuyTu7]

Hypothesises:
1/ Some features may give away the labels such as the "first:29" or "last:30". Need to identify those and remove them.
2/ The problem may be too easy.

[HuyTu7]

Features may give the label away:

['c_port:2', 'c_pkts_all:3', 'c_ack_cnt:5', 'c_ack_cnt_p:6', 'c_bytes_uniq:7', 'c_pkts_data:8', 'c_bytes_all:9', 'c_pkts_retx:10', 'c_bytes_retx:11', 'c_pkts_ooo:12', 's_port:16', 's_pkts_all:17', 's_ack_cnt:19', 's_ack_cnt_p:20', 's_bytes_uniq:21', 's_pkts_data:22', 's_bytes_all:23', 's_pkts_retx:24', 's_bytes_retx:25', 's_pkts_ooo:26', 'first:29', 'last:30', 'durat:31', 'c_first:32', 's_first:33', 'c_last:34', 's_last:35', 'c_first_ack:36', 's_first_ack:37', 'c_rtt_avg:45', 'c_rtt_min:46', 'c_rtt_min:46', 'c_rtt_max:47', 'c_rtt_std:48', 'c_rtt_cnt:49', 's_rtt_avg:52', 's_rtt_min:53', 's_rtt_min:53', 's_rtt_max:54', 's_rtt_std:55', 's_rtt_cnt:56', 'c_sack_cnt:69', 'c_mss_max:71', 'c_win_min:74', 'c_cwin_max:76', 'c_pkts_rto:79', 'c_pkts_fs:80', 'c_pkts_reor:81', 'c_pkts_unk:83', 's_sack_cnt:92', 's_mss_max:94', 's_win_max:96', 's_win_min:97', 's_pkts_rto:102', 's_pkts_fs:103', 's_pkts_reor:104', 's_pkts_unk:106', 'c_pkts_push:114', 's_pkts_push:115']