**Figure 4.**

*First category of rationale that underlie the elements of juvenile crime with malware apps.*

#### **Figure 5.**

*Second category of rationale that underlie the elements of juvenile crime with malware apps.*

The above observations indicate that indictive and disconsolate exhibit close statistical significance. Hence, they appear to cluster together. Conversely, failure and misfortune are not statistically close in significance. Hence, both factors appear to disperse from each other. Additionally, castaway, down grading and downcast have close statistical significance. Hence, these three factors appear to cluster together. The diagonal analysis of the variables suggest that parental death relatively aligns with news of failure as indicated by the closeness of their probabilities of occurence. Similarly, unplanned impulses diagonally aligns with planned impulses as supported by the closeness of their probabilities of occurence. These observations suggest that closely alligned variable can influence vulnerable children in almost the same way.

*Classification Models for Preventing Juvenile Crimes Committed with Malware Apps DOI: http://dx.doi.org/10.5772/intechopen.107188*

**Figure 6.** *Third category of rationale that underlie the elements of juvenile crime with malware apps.*

**Figure 6** believes that consistent loses; grim determination, curiosity and gambling are third elements of the crime that may create another group of unwholesome and objectionable circumstances for vulnerable children to be alleged of juvenile crimes with malicious apps. The results showed that consistent loses and grim determinations have close likelihood of occurrences. Hence, they appear to close to each order diagonally. In a contrast manner, gambling and curiosity are far apart because of the disparity in the likelihood of their occurrences. The diagonal analysis of these variables suggest that they do not relatively align with each other. These observations propose that grim determinations, consistemt failure, gambling and cusriosity can underlie the bahaviour of vulnerable children in different ways.

**Figure 7** establishes that bankruptcy, discontentment, disappointment and antagonism are hidden factors that underlie the fundamental elements of juvenile crimes with malware apps. The closeness in the individual probability of occurrence of the above factors connotes that they are likely to regularly compound the above issues in creating another group of unwholesome and objectionable circumstances for most of the vulnerable children to be alleged of juvenile crimes with mobile apps. The above analysis shows that anger often correlates to discontentment in some children. The above empirical experiments suggest that disappointment that comes in the form of sudden frustration whereby a child is expecting hope but consistently turn out to be hopeless expectations can induce juvenile crimes committed with malware apps. Excessive domestic violence, hostility and actions of peers, families and schools that consistently antagonizing a child can significantly lure vulnerable children to commit juvenile crimes with malware apps.

Grim determinations describe a circumstance whereby it is impossible to plea, appease or to calm down a child. Disconsolate describes a circumstance whereby a child can be sad or dejected beyond comforting such that he/she could be incapable of being consoled by fellow human being. Vindictive is a circumstance whereby a child is determined or disposed to seek for revenge, avenge or intends to seek for revenge at all cost. Bankruptcy describes the circumstance whereby a child completely or suddenly get ruined or discovers that he/she has lacked some basic, moral, spiritual and

*Classification Models for Preventing Juvenile Crimes Committed with Malware Apps DOI: http://dx.doi.org/10.5772/intechopen.107188*

#### **Figure 7.**

*Fourth category of rationale that underlie the elements of juvenile crime with malware apps.*

intellectual properties that constitute wellbeing in human life [14]. Discontentment is the circumstance whereby a child is unhappy due to failure to meet up with his/her yearning desire, especially for the desire to acquire or attain something better than his or her present situation or attainment in the society.

Further still, according to the Oxford dictionary [14], disappointment is the circumstance whereby a child conceives the feeling of dissatisfaction especially if his/her expectations are not realized at the expected time. Dissatisfaction is a circumstance whereby a child is feeling of frustration or a child is being displeased (or perceives) disgruntlement with particular services, himself/herself or some things in the society. News of failure is a circumstance where a child is unable to manage sudden (or intermittent) news of consistent failure. This may occur if a vulnerable child is unable to successfully accomplish the projected height, tasks or goals in life having tried all his or her capability to accomplish the goals (tasks) on several occasions. Castaway is the circumstance whereby a child is rejected or discarded (or the child continues to feel that he/she is rejected or discarded) by his/her home and the society that he/ she lives. Down grading is a circumstance whereby a child is reduced and blatantly made to appear (or continues to feel) as if he/she is an insignificant person in home and society. Down cast is a circumstance whereby a child is dejected or depressed (or the child feels that he/she is wretched) beyond immediate recovery. Misfortune is the circumstance whereby a child perceives bad luck, or the child is facing untold hardship or uncontrollable hard times. Antagonism is the circumstance whereby a child is often confronted with uncontrollable and inflexible opposition such as rigid hostility; lack of sympathy, resentment and firm hatred.

In reality, juveniles are young people that have not fully attained adulthood. They may depend on their parents, guardians or fostering cares to meet some basic requirements of daily living. They must not be abandoned so that they will not grow up with abandoned hope. Juveniles will need empathy, caring and loving people that can comfort and motivate them whenever they are contestants and whenever they suddenly stumble on obstacles (or unavoidable pitfalls) in life that can make them record sudden loses in competitions. Therefore, adequate social and restorative or

rehabilitative interventions should be specially designed for children that are affected with sudden news of failure, parental death and depression [24].

The above findings have raised about five legal and technical discussions in modern society. Suppose a juvenile crime is committed with malware apps and by means of mobile phone that involves the illegal movement of huge cash from an account of a customer into an account in another bank. This illegal cash movement obviously involves two banks. Then, who should have stopped the crime? Should we attribute the "negligence to have prevented the crime" to the two banks, telecommunication or software companies that provide banking services to both banks? Who will the victim (bank's customer) sue in this case? Thus, the above striking observeations have also called for sudden review of social policies for young children to assist parenting and policing in adequately safeguarding vulnerable children across the globe. Governments should diversify social interventions towards the various forms of the derived determinants of juvenile crimes with malware apps that are discovered above. Media involvement in the education of masses on the dangers of malware apps, unintentional cybercrimes and how innocent children may be incriminated for unknowingly committing juvenile crimes with malware apps are urgently needed in all nations of the globe. Policy makers might need to review the enabling legislations to explicate new legal issues that we raised in this chapter. In effect, software companies and service providers that market or design computer apps must thoroughly review their Service Level Agreements (SLAs) together with the underlying security functionalities of their products to accomondate new legal concepts in software industry. For instance, the issues of transfer of criminal liability, shared or joint liability, criminal consent of underaged children and the other vital issues that we have identified above demands urgent review in law books and contemporay bulletins. Government should review and direct some social interventions towards enhancing mass literacy in order to discourage youths from kleptomaniac lifestyle and excessive passion to acquire money by all means. Social interventions that will enable children to strictly adhere to the standard way of live and regulation of the level of exposure of children to some social activities (e.g. films and video) must be vigorously emphasized.

Comprehensive suit that indicate package of social interventions such as legislative protection, scholarship and financial grants to indigent children are recommended for assisting vulnerable juveniles in the above context. Governments across the globe should constantly review the existing social interventions to ensure hat they are properly tailored towards the prevention of the above activities that may compel juveniles to be vindictive, disconsolate and experience unmanageable failures, misfortune, castaway, down grading and downcast in the society. Interventions should countering the negative impacts of news of failure, parental death, planned impulses and unplanned impulses and consistent loses. Juveniles require educative interventions to elinghten them on the dangers in grim determination, excessive curiosity and gambling and how they can manage unforseen circumstances in early life. The above thoughts and pradigms are strongly recommeded to countering the kinds of juvenile crimes that are studied in this chapter.
