Evaluation of Machine Learning Classifiers for Mobile Network Intrusion Detection Systems

Mobile malwares are increasing with the growing number of Mobile users. Mobile malwares can perform several operations which lead to cybersecurity threats such as, stealing financial or personal information, installing malicious applications, sending premium SMS, creating backdoors, keylogging and crypto-ransomware attacks. Knowing the fact that there are many illegitimate Applications available on the App stores, most of the mobile users remain careless about the security of their Mobile devices and become the potential victim of these threats. Previous studies have shown that not every antivirus is capable of detecting all the threats; due to the fact that Mobile malwares use advance techniques to avoid detection. A Network-based IDS at the operator side will bring an extra layer of security to the subscribers and can detect many advanced threats by analyzing their traffic patterns. Machine Learning(ML) will provide the ability to these systems to detect unknown threats for which signatures are not yet known. This research is focused on the evaluation of Machine Learning classifiers in Network-based Intrusion detection systems for Mobile Networks. In this study, different techniques of Network-based intrusion detection with their advantages, disadvantages and state of the art in Hybrid solutions are discussed. Finally, a ML based NIDS is proposed which will work as a subsystem, to Network-based IDS deployed by Mobile Operators, that can help in detecting unknown threats and reducing false positives. In this research, several ML classifiers were implemented and evaluated. This study is focused on Android-based malwares, as Android is the most popular OS among users, hence most targeted by cyber criminals. Supervised ML algorithms based classifiers were built using the dataset which contained the labeled instances of relevant features. These features were extracted from the traffic generated by samples of several malware families and benign applications. These classifiers were able to detect malicious traffic patterns with the TPR upto 99.6% during Cross-validation test. Also, several experiments were conducted to detect unknown malware traffic and to detect false positives. These classifiers were able to detect unknown threats with the Accuracy of 97.5%. These classifiers could be integrated with current NIDS', which use signatures, statistical or knowledge-based techniques to detect malicious traffic. Technique to integrate the output from ML classifier with traditional NIDS is discussed and proposed for future work.

An investigation of the nature and role of historicality in the thought of Dilthey and Heidegger

Introduction The question of the meaning, methods and philosophical manifestations of history is currently rife with contention. The problem that I will address in an exposition of the thought of Wilhelm Dilthey and Martin Heidegger, centers around the intersubjectivity of an historical world. Specifically, there are two interconnected issues. First, since all knowledge occurs to a person from within his or her historical age how can any person in any age make truth claims? In order to answer this concern we must understand the essence and role of history. Yet how can we come to an individual understanding ofwhat history is when the meanings that we use are themselves historically enveloped? But can we, we who are well aware of the knowledge that archaeology has dredged up from old texts or even from 'living' monuments of past ages, really neglect to notice these artifacts that exist within and enrich our world? Charges of wilful blindness would arise if any attempt were made to suggest that certain things of our world did not come down to us from the past. Thus it appears more important 2 to determine what this 'past' is and therefore how history operates than to simply derail the possibility for historical understanding. Wilhelm Dilthey, the great German historicist from the 19th century, did not question the existence of historical artifacts as from the past, but in treating knowledge as one such artifact placed the onus on knowledge to show itself as true, or meaningful, in light ofthe fact that other historical periods relied on different facts and generated different truths or meanings. The problem for him was not just determining what the role of history is, but moreover to discover how knowledge could make any claim as true knowledge. As he stated, there is a problem of "historical anarchy"!' Martin Heidegger picked up these two strands of Dilthey's thought and wanted to answer the problem of truth and meaning in order to solve the problem of historicism. This problem underscored, perhaps for the first time, that societal presuppositions about the past and present oftheir era are not immutable. Penetrating to the core of the raison d'etre of the age was an historical reflection about the past which was now conceived as separated both temporally and attitudinally from the present. But further than this, Heidegger's focus on asking the question of the meaning of Being meant that history must be ontologically explicated not merely ontically treated. Heidegger hopes to remove barriers to a genuine ontology by II 1 3 including history into an assessment ofprevious philosophical systems. He does this in order that the question of Being be more fully explicated, which necessarily for him includes the question of the Being of history. One approach to the question ofwhat history is, given the information that we get from historical knowledge, is whether such knowledge can be formalized into a science. Additionally, we can approach the question of what the essence and role of history is by revealing its underlying characteristics, that is, by focussing on historicality. Thus we will begin with an expository look at Dilthey's conception of history and historicality. We will then explore these issues first in Heidegger's Being and Time, then in the third chapter his middle and later works. Finally, we shall examine how Heidegger's conception may reflect a development in the conception of historicality over Dilthey's historicism, and what such a conception means for a contemporary historical understanding. The problem of existing in a common world which is perceived only individually has been philosophically addressed in many forms. Escaping a pure subjectivist interpretation of 'reality' has occupied Western thinkers not only in order to discover metaphysical truths, but also to provide a foundation for politics and ethics. Many thinkers accept a solipsistic view as inevitable and reject attempts at justifying truth in an intersubjective world. The problem ofhistoricality raises similar problems. We 4 -. - - - - exist in a common historical age, presumably, yet are only aware ofthe historicity of the age through our own individual thoughts. Thus the question arises, do we actually exist within a common history or do we merely individually interpret this as communal? What is the reality of history, individual or communal? Dilthey answers this question by asserting a 'reality' to the historical age thus overcoming solipsism by encasing individual human experience within the historical horizon of the age. This however does nothing to address the epistemological concern over the discoverablity of truth. Heidegger, on the other hand, rejects a metaphysical construel of history and seeks to ground history first within the ontology ofDasein, and second, within the so called "sending" of Being. Thus there can be no solipsism for Heidegger because Dasein's Being is necessarily "cohistorical", Being-with-Others, and furthermore, this historical-Being-in-the-worldwith- Others is the horizon of Being over which truth can appear. Heidegger's solution to the problem of solipsism appears to satisfy that the world is not just a subjective idealist creation and also that one need not appeal to any universal measures of truth or presumed eternal verities. Thus in elucidating Heidegger's notion of history I will also confront the issues ofDasein's Being-alongside-things as well as the Being of Dasein as Being-in-the-world so that Dasein's historicality is explicated vis-a-vis the "sending of Being" (die Schicken des S eins).

The convergence of psychopathy, self-rated vulnerability, and other-rated vulnerability

Previous research has found that victims of crime tend to exhibit asynchronous movement (e.g. Grayson & Stein, 1981), and the fact that victims display different body language suggests that they may be sending inadvertent signals to their own vulnerability (e.g. Murzynski & Degelman, 1996). Body language has also be en linked with s e l f identification as a victim (Wheeler et aI., 2009), and self-identification has be en found to act as a proxy for more severe victimization (Baumer, 2002) and greater fear of crime (Greenberg & Beach, 2004). The first prediction in the present study, then, was that self-perceived vulnerability would be correlated with body language, while number of previous victimizations mayor may not show the same relationship. Findings from the present study indicate that self-perceived vulnerability exhibits a positive correlation with the body language cues that approaches significance r (10) = .45,p =.07, one-tailed. Different types of victimization, however, were not significantly correlated with these cues. A second goal of the study was to examine the relationship between psychopathic traits and accuracy in judgments of vulnerability. Seventy male participants rated the vulnerability of 12 female targets filmed walking down a hallway who had provided selfratings of vulnerability. Individuals scoring higher on Factor 2 and total psychopathy were significantly less discrepant from target self-rat~ngs of vulnerability, r (64) = - .39,p < .001; r (64) = - .29,p >.01, respectively. The final purpose of this study was to determine which body language cues were mos t salient to raters when making judgments of vulnerability. Participants rated the apparent vulnerability of a target in 7 video clips portraying each body language cue in isolation and a natural walk. Results of repeated measures analyses indicate that the videos rated as most vulnerable to victimization were those displaying low energy and l a ck of synchrony, followed by wide stride, short stride, and stiffknees, while the video displaying ne ck stiffness did not receive significantly different ratings from the mode l ' s natural walk. Replication with a larger sample size is necessary to increase confidence in findings and implications.

Letter From Sir Isaac Brock to James FitzGibbon - July 29, 1812

A two page letter written by Sir Isaac Brock in York, Upper Canada to James FitzGibbon on July 29, 1812. The name of the recipient is not included but according to Mary Agnes FitzGibbon, one can find a transcript of the letter in her "A Veteran of 1812", page 60.[1812], 29 July: Major-General Isaac Brock, York, to James FitzGibbon. I lament that you should have been so long impressed with the idea that I possessed the means of being serviceable to you. I had scarcely heard of Mr. Johnson having declined a Company in the Glengarry (which would have given me the nomination) but I received account of his being reinstated. I consequently thought no more of the business thinking that officer was enjoying the fruits of his good fortune. I know not positively whether Mr. Johnson is reinstated, but being under obligations to promote his views, I cannot possibly interfere to his prejudice. I rather wonder you did not hear that Lieut Lamont had long ago my promise of nominating him to the Company provided it became vacant, which of course would have precluded my application in your behalf. Altho you must be sensible of the impossibility of my taking any step to forward your views in the present case, yet be assured I shall always feel happy in any opportunity that may offer to do your service. To a person unaccustomed to my writing I scarcely would hazard sending this scrawl. I am, Dear Sir, Yours faithfully, Isaac Brock I should like to be among the 49th at this moment. I am satisfied they will support and even add to their former fame. They have my very best wishes. The 41st are behaving nobly at Amherstburg.

The Columbian, 12 June 1813 (vol. 4, no. 1105) - Newspaper

Volumes of interest were published between 1812 and 1815 with articles about the War of 1812. Issue for June 12, 1813 includes copies of letters from U.S. Gen. H. Dearborn describing the U.S. attack on Ft. George 27 May 1813; letter from Gen. H. Dearborn describing U.S. pursuit of British troops at Beaver Dams and the U.S. capture of Fort Erie; list of U.S. killed and wounded in Commodore Isaac Chauncey’s squadron in attack on York 27 April, 1813; list of killed and wounded in Commodore Isaac Chauncey’s squadron in attack on Ft. George 27 May 1813; abstract of the cartel for the exchange of prisoners of war between Great Britain and the United States; mention of troop movements through New York on their way to the battle front; list of persons killed or lost on the privateer Saratoga; account of the loss of the U.S. war ships the Growler and Eagle to the British; news from Quebec and Kingston of troop movements; report of launching of British ship Sir George Prevost; announcement of sending of 5 American infantry companies to Burlington from Bennington, Vermont; U.S. ship Syren unsuccessfully pursues British ship Herald; account of a U.S. cargo ship being captured by a British military ship; account of U.S. ship Siro capturing British ship Loyal Sam; report from Halifax of recent British troop and ship movements; list of recent troop enrollments in various states; report of British troop build up in Kingston.

Letter - E.C. Schmon to Arthur A. Schmon, 27 March 1920

The letter describes some difficulty Arthur has had with a man named Walter. She also describes her activities for the day. Eleanore Celeste mentions all of the things she is packing to bring to Shelter Bay when she leaves to be with Arthur. Accompanying this letter is a letter to "Aunt Lessie". It appears to be signed "Love from all and more than ever from Pal". This letter discusses his writing and soon sending it to a magazine and boxing gloves he has just purchased.

Letter - E.C. Schmon to Arthur A. Schmon, 12 December 1918

The letter begins with discussion of Xmas gifts. Arthur is sending a German helmet souvenir and Eleanore Celeste plans to put it in their den. She then talks about Spanish influenza spreading "there are hundreds of new cases reported every day..." This letter is labelled number 201.

Letter - R. Woodruff to Alexander Hamilton

Letter to Alexander Hamilton of Queenston from R. Woodruff stating that Mr. Woodruff is sending 2 letters because he is remitting money and doesn’t want to send the full amount in one letter, Sept. 18, 1832.

Letter - D.K. Minor to S.D. Woodruff

Letter with the letterhead Franklin House, Chestnut Street, Philadelphia. The letter is addressed to S.D. Woodruff. The sender, D.K. Minor is sending nos. 25 and 37 of the volume for 184b of the R.R.J. [Railroad Journal]. He says that he is pleased to see that there is a prospect of an early movement in relation to the Great Western Railroad in Canada. [D. Kimball Minor was the founder of the American Railroad Journal], Jan. 18, 1847.

Letter - Clara Cudney to Samuel Woodruff

Letter and envelope addressed to Mr. Samuel Woodruff of St. Catharines. The postmarks are Montreal, Dec. 23, 1892 and St. Catharines, Dec. 29, 1892. Clara Cudney is acknowledging sending the mortgage on the land of her late husband Ezekiel. She says that Baker is still in the house but does not want to rent the barn. She asks if she should keep the rent or pass it on to Mr. Woodruff, Dec. 29, 1892.

Letter - Elizabeth Cudney to Mr. S.D. Woodruff

Letter sent to Mr. S.D. Woodruff from Elizabeth Cudney of Montrose, acknowledging that she is sending a $48 post office order for interest on the land purchased in Willoughby, Jan. 5, 1894.

Letter - Elizabeth Cudney to Mr. S.D. Woodruff

Letter sent to Mr. S.D. Woodruff from Elizabeth Cudney of Montrose, acknowledging that she is sending a $48 post office order for interest on the land purchased in Willoughby, Jan. 12, 1895.

Letter - Elizabeth Cudney to Mr. S.D. Woodruff

Letter sent to Mr. S.D. Woodruff from Elizabeth Cudney of Montrose acknowledging that she is sending a $48 post office order for interest on the land in Willoughby, Jan. 21, 1896.

Letter - Elizabeth Cudney to Mr. S.D. Woodruff

Letter sent to Mr. S.D. Woodruff from Elizabeth Cudney of Montrose acknowledging that she is sending a $48 post office order for interest on the land in Willoughby, Dec. 21, 1897.

Letter - Elizabeth Cudney to Mr. S.D. Woodruff

Letter sent to Mr. S.D. Woodruff from Elizabeth Cudney of Montrose acknowledging that she is sending a $48 post office order for interest on the land in Willoughby, Dec. 14, 1899.