Entry Zhou:2007:MNI from tissec.bib
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BibTeX entry
@Article{Zhou:2007:MNI,
author = "Jingmin Zhou and Mark Heckman and Brennen Reynolds and
Adam Carlson and Matt Bishop",
title = "Modeling network intrusion detection alerts for
correlation",
journal = j-TISSEC,
volume = "10",
number = "1",
pages = "4:1--4:??",
month = feb,
year = "2007",
CODEN = "ATISBQ",
DOI = "https://doi.org/10.1145/1210263.1210267",
ISSN = "1094-9224 (print), 1557-7406 (electronic)",
ISSN-L = "1094-9224",
bibdate = "Thu Jun 12 17:51:58 MDT 2008",
bibsource = "http://portal.acm.org/;
http://www.math.utah.edu/pub/tex/bib/tissec.bib",
abstract = "Signature-based network intrusion-detection systems
(NIDSs) often report a massive number of simple alerts
of low-level security-related events. Many of these
alerts are logically involved in a single multi-stage
intrusion incident and a security officer often wants
to analyze the complete incident instead of each
individual simple alert. This paper proposes a
well-structured model that abstracts the logical
relation between the alerts in order to support
automatic correlation of those alerts involved in the
same intrusion. The basic building block of the model
is a logical formula called a capability. We use
capability to abstract consistently and precisely all
levels of accesses obtained by the attacker in each
step of a multistage intrusion. We then derive
inference rules to define logical relations between
different capabilities. Based on the model and the
inference rules, we have developed several novel alert
correlation algorithms and implemented a prototype
alert correlator. The experimental results of the
correlator using several intrusion datasets demonstrate
that the approach is effective in both alert fusion and
alert correlation and has the ability to correlate
alerts of complex multistage intrusions. In several
instances, the alert correlator successfully correlated
more than two thousand Snort alerts involved in massive
scanning incidents. It also helped us find two
multistage intrusions that were missed in auditing by
the security officers.",
acknowledgement = ack-nhfb,
articleno = "4",
fjournal = "ACM Transactions on Information and System Security",
journal-URL = "http://portal.acm.org/browse_dl.cfm?idx=J789",
keywords = "alert correlation; alert fusion; capability; intrusion
detection",
}
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13(3)26,
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13(4)35,
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3(1)1,
3(3)186,
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3(4)262,
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6(4)443,
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18(2)7
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2(4)416,
9(4)421,
13(4)32,
16(4)14
- level,
2(1)34,
2(3)269,
2(3)332,
10(1)2,
11(4)18,
12(1)4,
12(2)8,
12(4)22,
15(2)7,
15(3)12
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13(3)21,
15(2)8
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6(1)71,
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- low-level,
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17(3)12,
18(1)1,
18(4)13
- missed,
7(4)591
- modeling,
8(1)78,
8(1)119,
10(1)2,
10(4)5,
11(4)19,
14(4)28,
15(3)13
- more,
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2(1)65,
2(3)332,
9(2)181,
9(4)391,
9(4)421,
9(4)461,
10(3)9,
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13(3)21,
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13(3)28,
13(4)32,
13(4)34,
13(4)39,
14(3)27,
14(4)31,
15(1)2,
15(1)5,
15(2)8,
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15(3)11,
15(3)12,
15(4)16,
16(1)2,
16(2)8,
16(3)10,
16(3)11,
16(4)17,
17(1)2,
17(1)3,
17(3)9,
17(4)14,
17(4)16,
18(1)1,
18(3)11,
18(4)13
- novel,
2(3)269,
9(4)461,
10(3)12,
11(1)2,
11(1)3,
11(2)2,
11(4)18,
11(4)19,
12(1)4,
12(3)16,
14(1)5,
15(1)4,
16(1)1,
16(4)16,
17(1)2,
17(3)9,
17(4)14,
18(1)4,
18(4)12
- number,
7(2)319,
9(2)181,
10(2)5,
10(3)11,
10(3)12,
10(4)5,
11(1)2,
11(2)5,
11(3)12,
11(3)14,
11(3)15,
12(1)1,
12(1)2,
12(1)5,
12(1)6,
12(2)8,
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12(2)13,
12(3)16,
12(3)18,
12(4)21,
13(1)10,
13(3)20,
13(3)22,
13(3)25,
13(4)32,
13(4)34,
14(1)11,
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14(4)31,
15(1)4,
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15(4)15,
16(1)4,
16(2)7,
16(4)14,
16(4)16,
17(3)10,
17(4)16,
18(2)8
- obtained,
1(1)26,
10(1)2,
10(2)8,
11(3)13,
12(2)8,
12(3)18,
14(1)14,
16(4)14,
18(4)12
- officer,
11(4)20
- often,
2(1)65,
10(2)8,
10(3)10,
10(3)12,
11(1)2,
11(3)12,
11(4)20,
16(2)5,
17(1)2,
17(1)4
- order,
1(1)3,
9(2)181,
9(4)391,
9(4)461,
10(2)5,
10(3)12,
11(2)6,
12(1)1,
12(1)3,
12(3)18,
13(3)24,
15(4)17,
16(1)4,
17(2)6,
17(3)11,
18(1)2
- paper,
1(1)66,
1(1)93,
2(1)34,
2(1)105,
2(2)138,
2(2)177,
2(3)269,
2(4)390,
7(2)319,
9(2)162,
9(2)181,
9(4)421,
10(1)2,
10(2)5,
10(2)7,
10(3)9,
10(3)10,
10(3)11,
10(3)12,
10(4)2,
10(4)4,
11(1)2,
11(2)1,
11(2)6,
12(2)12,
14(4)28,
14(4)32
- precisely,
11(4)21,
12(3)19,
16(2)5,
16(2)8
- propose,
1(1)26,
2(1)65,
2(2)138,
2(3)269,
9(2)162,
9(4)391,
9(4)421,
10(1)3,
10(3)12,
10(4)1,
10(4)3,
10(4)4,
10(4)6,
11(1)3,
11(1)4,
11(3)12,
11(3)15,
11(4)18,
11(4)19,
11(4)23,
12(1)4,
12(2)8,
12(2)11,
12(2)13,
12(3)18,
13(3)28,
13(4)32,
13(4)36,
13(4)40,
13(4)41,
14(1)5,
14(1)10,
14(1)11,
14(3)24,
14(3)26,
14(4)30,
15(2)7,
15(4)17,
16(1)2,
16(4)15,
16(4)16,
17(1)1,
17(3)10,
17(3)11,
17(3)12,
17(4)13,
17(4)14,
18(1)2,
18(2)7
- prototype,
1(1)3,
2(1)34,
10(4)4,
11(1)2,
11(1)3,
11(4)18,
12(1)4,
12(2)13,
13(4)30,
14(1)3,
16(1)1,
16(2)6,
17(2)5
- related, security-,
12(3)17
- relation,
1(1)93,
2(4)390,
10(4)2,
13(3)27,
14(1)4,
14(4)30,
17(1)1
- report,
10(4)4,
13(3)24,
16(1)1,
16(4)14,
17(2)5
- result,
1(1)3,
1(1)26,
2(3)230,
2(4)390,
9(2)162,
10(1)3,
10(2)5,
10(2)6,
10(3)9,
10(3)11,
10(4)2,
10(4)5,
11(2)3,
11(2)5,
11(3)13,
11(3)15,
11(4)18,
11(4)20,
11(4)21,
11(4)22,
12(1)4,
12(2)9,
12(3)14,
12(3)17,
13(1)10,
13(3)22,
13(3)24,
13(3)25,
13(4)33,
13(4)35,
14(1)2,
14(1)14,
14(2)19,
15(1)5,
15(2)7,
15(2)8,
15(3)12,
15(3)13,
15(3)14,
15(4)15,
16(1)2,
16(1)3,
16(2)5,
16(2)6,
16(2)7,
16(3)10,
16(3)11,
16(4)14,
16(4)17,
17(2)7,
17(3)9,
17(3)10,
17(3)12,
17(4)14,
18(1)4,
18(2)5,
18(2)6,
18(3)9,
18(3)11,
18(4)12,
18(4)13
- rule,
2(1)65,
10(4)2,
10(4)4,
10(4)5,
12(1)5,
12(4)21,
14(1)2,
15(2)6,
15(4)18,
16(4)16,
17(2)7
- same,
2(2)177,
2(3)269,
2(4)390,
10(1)3,
11(2)3,
12(2)10,
12(3)18,
12(4)21,
13(1)10,
13(3)25,
13(4)31,
15(1)3,
15(2)7,
15(2)10,
15(4)16,
17(3)10,
17(4)15,
18(1)1
- scanning,
5(3)238
- security-related,
12(3)17
- several,
1(1)93,
2(1)65,
2(2)138,
2(3)230,
2(3)295,
10(1)2,
10(2)6,
10(2)7,
10(3)12,
10(4)6,
11(1)4,
11(2)4,
11(4)17,
12(2)8,
12(4)20,
13(3)27,
13(4)30,
13(4)39,
13(4)41,
14(3)27,
14(4)29,
14(4)31,
15(2)6,
15(2)10,
16(3)12,
17(1)4,
17(3)9,
17(3)10,
18(1)1
- simple,
2(3)230,
5(3)203,
9(2)181,
10(3)11,
12(2)9,
12(2)13,
12(3)18,
12(4)21,
12(4)22,
13(3)26,
13(4)33,
14(3)27,
15(2)9,
15(4)17,
17(1)2,
18(1)1
- single,
2(2)177,
2(4)354,
10(3)11,
10(4)1,
10(4)2,
11(1)4,
11(2)5,
12(3)18,
13(1)10,
14(1)3,
15(1)4,
17(3)10,
17(4)16
- step,
10(1)2,
12(3)18,
12(3)19,
12(4)22,
13(1)10,
13(4)40,
14(3)26,
14(3)27,
15(4)18,
16(1)4,
16(3)10
- successfully,
10(3)11,
12(3)14,
16(3)10
- support,
2(2)159,
5(4)492,
6(4)443,
6(4)547,
10(1)2,
10(2)5,
10(2)7,
10(3)12,
10(4)5,
11(1)3,
11(2)5,
12(1)3,
12(3)14,
12(3)15,
12(4)21,
13(3)24,
13(4)31,
14(1)3,
14(1)11,
14(1)12,
14(4)29,
15(2)9,
15(3)13,
17(2)5,
17(2)7,
17(4)15,
18(2)8,
18(3)11
- than,
2(1)3,
2(1)65,
2(3)332,
9(4)391,
9(4)461,
11(2)3,
11(2)6,
11(3)14,
12(1)1,
12(2)10,
12(3)16,
12(4)22,
13(1)10,
13(3)21,
13(4)29,
13(4)31,
13(4)35,
14(3)27,
14(4)31,
15(1)5,
15(2)9,
15(2)10,
15(4)15,
15(4)16,
16(2)8,
16(4)17,
17(1)2,
17(3)9,
17(3)10,
17(3)12,
17(4)14,
17(4)16,
18(4)13
- then,
1(1)3,
2(1)3,
2(1)65,
2(2)138,
9(4)461,
10(1)2,
11(2)4,
11(4)18,
12(2)8,
12(2)13,
12(3)18,
12(4)22,
13(1)10,
13(3)22,
13(3)25,
13(4)32,
14(4)30,
14(4)31,
14(4)32,
15(1)4,
15(2)6,
15(3)13,
15(4)18,
16(2)5,
16(2)8,
17(3)9,
17(4)15,
18(1)3,
18(1)4,
18(4)12
- thousand,
2(1)65,
14(4)29,
15(4)18,
18(2)7
- two,
1(1)26,
2(4)416,
9(4)391,
10(2)6,
10(2)8,
10(3)10,
10(4)4,
11(2)1,
11(2)4,
11(2)6,
11(3)13,
11(4)22,
12(1)2,
12(1)3,
12(1)4,
12(1)6,
12(3)14,
12(4)20,
13(3)22,
13(3)27,
13(4)40,
14(1)4,
14(1)5,
14(4)30,
15(1)2,
15(1)5,
15(2)6,
15(3)11,
15(3)12,
16(1)1,
16(1)2,
16(1)4,
16(3)9,
16(3)10,
16(4)15,
17(4)13,
18(2)5,
18(4)12,
18(4)13,
18(4)14
- use,
2(1)3,
2(1)105,
2(2)138,
2(2)177,
2(3)230,
2(3)269,
2(3)332,
2(4)354,
2(4)390,
4(2)103,
7(1)21,
9(4)391,
9(4)421,
9(4)461,
10(2)5,
10(3)11,
10(4)1,
10(4)3,
10(4)5,
10(4)6,
11(1)2,
11(1)3,
11(1)4,
11(2)1,
11(2)4,
11(3)13,
11(3)14,
11(4)18,
11(4)19,
11(4)21,
11(4)22,
12(2)10,
12(3)16,
12(3)18,
13(3)22,
13(3)24,
13(3)25,
13(4)29,
13(4)31,
13(4)36,
14(1)6,
14(1)8,
14(1)10,
14(1)11,
14(4)31,
14(4)32,
15(1)3,
15(1)4,
15(1)5,
15(2)7,
15(3)12,
15(4)15,
15(4)16,
15(4)17,
16(2)8,
16(4)15,
16(4)17,
17(2)5,
17(2)6,
17(2)7,
17(2)8,
17(4)15,
17(4)16,
18(1)1,
18(2)6,
18(3)9,
18(4)14
- using,
2(2)138,
2(2)177,
2(3)332,
4(3)289,
6(2)258,
6(3)327,
9(2)113,
9(2)162,
9(2)181,
9(3)292,
9(3)325,
9(4)461,
10(2)8,
10(3)11,
10(4)3,
10(4)6,
11(1)2,
11(2)1,
11(2)2,
11(2)3,
11(3)14,
11(4)19,
11(4)21,
12(2)10,
12(2)11,
13(1)2,
13(1)8,
13(3)20,
13(3)26,
13(4)31,
13(4)35,
13(4)39,
14(1)3,
14(1)12,
14(1)14,
14(3)27,
15(1)2,
15(3)11,
15(3)12,
15(4)15,
15(4)17,
16(1)1,
16(1)2,
16(1)4,
16(2)5,
16(2)6,
16(3)10,
16(4)17,
17(1)1,
17(2)5,
17(3)10,
17(3)11,
17(4)13,
17(4)14,
17(4)16,
18(2)7,
18(2)8,
18(3)10,
18(3)11,
18(4)14
- want,
11(4)19,
11(4)23,
12(1)6,
12(4)22,
18(4)13
- were,
2(1)34,
2(1)105,
12(3)14,
13(3)25,
13(4)38,
15(3)12,
16(2)8,
16(3)9,
16(3)10,
18(3)9