4

Suppose that the random variables {-i _ n } have joint distribution p. Docs there exist directed acyclic graph G (VE) such that the variables are BN with respect to...

Question

Suppose that the random variables {-i _ n } have joint distribution p. Docs there exist directed acyclic graph G (VE) such that the variables are BN with respect to G? If yOur answer is yes then you should be able writep(rI:n) = [[ Pilpakh) (1;/*pak)) )where P;lpa(jthe conditional distribution of.1; given .,

Suppose that the random variables {-i _ n } have joint distribution p. Docs there exist directed acyclic graph G (VE) such that the variables are BN with respect to G? If yOur answer is yes then you should be able write p(rI:n) = [[ Pilpakh) (1;/*pak)) ) where P;lpa(j the conditional distribution of.1; given .,



Answers

Suppose that $X$ and $Y$ are independent random variables having the joint probability distribution
Find (a) $E(2 X-3 Y)$ (b) $E(X Y)$.

So we're finding the correlation coefficient between X and Y. So what we want to do is we want to start by evaluating the marginal density for X. And so what we're gonna do is we're going to G. M. X equals and our limits are one and X and F. Of X and Y. And then we have that B. Y. And so what that evaluates to is to the limit of one and zero. Dy. So what you get is to over why when 01 over at and this turned into two one minus X. And so for our next little problem, we're going to do, we're going to find the marginal density for the function of Y. And so what that looks like is is we'll use another color. Yes. H. Of Y equals why? And you have so you have the limits of zero and Y. And you're function for this is F. Of X and Y. And then you have dx and because you're doing this in terms of why? And so then we have to and our limits are Y and zero and then we have dx and so what we get is is is to and where everybody going the limits of X and Y and C robe and we end up with two equals, I mean, I'm sorry, two in the in parentheses why minus zero? And so you get to I because you distribute and now that we can do that we um we're going to do something that we're going to find eat of X and Y. And the reason why we're going to find E F X of Y is just because uh there is something called the correlation coefficient, what we're doing. So the coalition coefficient is this p X, Y equals the X, Y, X. And then why? So what's going to happen here is is this we have the standard deviation of X and Y. It equals eat X and wine minus you. Subscript X, times New wife. And so what we're doing now is we're gonna find E f x, f, Y. And so because we have two different variables, we're gonna use, we're gonna start this out and we're going to do this in red, we're gonna start this out with a double integral. And the reason why we do that is, like I said, we have two variables, so we have X and we have why, and then we have X and Y. And then we have a function of F. Of X. And and so I wrote it out a little bit more, so I wouldn't kind of lose track. But next let's let's kind of decompose what's going on. We have the double integral right here, and then we have two X. Y. Um and then with dy Dx So when we set this in a roll up again we're gonna have to X. And then we're going to have in parentheses the limits, I'm sure. Excellent. Why do I read the X? And so we're going to integrate and you get two eggs, Y squared over two the X. And from here you can evaluate your own limits one in zero. But what it would look like a little bit is once you got to the point of actually evaluating your limit, kind of put the steps together, this put it right here. Kind of show you. Yeah. And so what we have and this is this little chunk right here is is what I was talking about. This is a little work that you would have. And so once you get to this point you're evaluating, we're going to integrate this. You're evaluating X to the third. Okay. Yeah. Over to with the with the limits of 10 it's an X to the fourth. Over four. With them it's a 1 to 0 and your answer is recorded. And so next we're going we have a little bit more work to this problem. We're going to find the mean of X. So mu is representative of X of the mean and that's equal two X g x dx. This is equal 22 X one minus x dx and or they're equals. Is this too limit 01 X dx minus two. 10 X squared dx. And when we would evaluate those limits first we would do the anti derivative and you will get to the in parentheses, you have execute over to limits minus two X cubed over three your limits and then you will get a third after you would evaluate your limits. And so that was the mean of X. The mean of why bear with me when I was done with this problem would be why see if why times H of Y do Y. So what that equals is is a limit of 0 to 1, two white squared two I squared you are and when you do your anti derivative you get a cube eight cube over three. And you evaluate those limits from 1 to 0 and you would get two thirds. So next we're going to calculate e to the X squared for each of X squared. A lot of these problems are uh driving information from other information. So you may know how to do for instance variants, but you may need to know how to do something like this, like the correlation coefficient and you may need a lot of different subcommittees don't do me so be really well rounded. And so what we're gonna do this, we're gonna plug in what we have. And let's skip a couple of the bicycle steps, see how far you would get. And I'm gonna stick like I'm gonna skip two or three steps and see if you would get to to the integral of the limits of 0 to 1 X cubed minus X squared D X. And I'll tell you what I did verbally, I had my limits. I sit on my limits from 0 to 1 and I did X squared and then in brackets I did too. And then in princes, I did one minus X. And that is your to functions that you're looking at. You're going to X squared in the year, looking at two times one minus X in parentheses. And so once we distribute everything to your distribution you'll get this. And so when we integrate we're going to get X cubed over three with the limits of one and zero minus two X. To the fourth over four. The limits of 10 and you get 1/6. Mhm. So you go down and you're like hey I need to find E. To the Y squared. So we're going to do that. Eat the Y squared. It's a given integral when you have a limit of Y a minimum and why squared you have a church Y. T. Y. And so what that looks like is is is why squared times to I. D. Y. So as that turns out to be is is to our cube dy so when you evaluate your integral from 0 to 1, get one half. So now we're ready to do the final steps, we're going to first find mhm a little piece of our puzzle. Then we're gonna just keep going from there. And so at this point you really want to keep your information together. I do that by keeping everything color coded. You want to keep the answers that you had before. Don't do this on scratch piece of paper. That's a really good tip because you see like how much gents information it is. So let's plug this in. We have a quarter minus a third times to third in parentheses. And so what that ends up being is one 36th. And finally we can calculate somewhat of the variance. We're going to square root our equation because algebra. So let's see. We have X squared minus mu squared of X. And what that ends up being is this six minus one night And that ends up being the square root of 1/18 and that's 2.36 And so finally finally we can almost be done. We're going to do another little trick with why? Yeah, we're going to do the same thing that we did two X. So this is gonna be one half minus two thirds and that equals 0.236 So we can put our answers together. And for the correlation coefficient we have our answer. Well almost so we do 0.28 over 0.557 And that is our answer.

So for part A here one find a value of C, and this is called the joint density function. So we're going to integrate. So we know that if we integrate a new intensity function triple integral some joint density function, we're going to call this one F over the volume. It's going to be equal to one, because this is the probability. This is really what's going on here just to give you guys have been site. So we're interviewing from zero to infinity, zero to infinity here to infinity of C G to negative zero point five AKs was Europe went to Why was your appoint one z? You know d x d? Why Deasy? Okay, So to make this kind of formal, we're going to take as t goes to infinity. Okay, see to the negatives Europe, When's your five x he tonight? Observe Went zero to why? And e to the negative zero point one z d x d Y d z Okay, so you can pull out. This city has Teo comforting zero t Americans flipped this up according according each one doesn't depend on the other. Okay, so that this and now integrating this What do we end up with? Okay, so we're going to get, um e. And they use your one zero five x from zero to t her natives. You're up for it. Sighs great. And then e to the negative. Europe one zero two zero from Widens Your tea. Negative. Zero one zero two. So there were times in each one of these in the same thing over here. Me. So, um pretty easy, to be honest, to see that once we once we actually do all this multiplication now. Okay, so I see the men tears to infinity. No, for zero point zero five one over zero point zero side. He's going to be negative too. This guy will give us times Negative five in this girl. There was times native ten. No. And then what are we going to get here? We're going t night of zero point zero five t minus one times e to Naser of Missouri Fot won t minus one eatin a zero point one T minus one. So as long as t goes to infinity, each one of these is going to go to the girl. No. So we're going to get C times negative. Two times negative. Thought his negative one times negative. One times native one turns name and this is one hundred seed. We have to have this to equal to one, so C is equal to one over one hundred. That's the first. That's part eight now, Part B. We're integrating accident. Why? From zero to one. But Z from zero to infinity that are one over one hundred of E. Uh, the same thing here isn't sex. The t x t y easy. All right, so we know integrating with respects to see here. We know from the previous problem what we're going to get concerning one over one hundred lot. The constant zero, I guess we'LL do. This is a limit t goes to infinity Your tea eat in the reserve Want one's easy, easy And then we've got thes into girls here. Okay, so I'm not going to do this one out, But we can We can really just see that we're going to get ten. No. So that one will get ten and again. Not too. Not too difficult Teo, to see that. Yeah, And then for these guys in green well, these air pretty straightforward into girls Get times negative. E his negatives. Europe went five plus one over zero point five the negative e natives. You're want to plus one over zero point two. Okay, so, uh, doing all this out on you could use a calculator or answer. Um, it's going to be zero point zero seven one three two if you simplify your going again, end up with one linus heat in the desert winds or two. There was one money's eatin these aeroplanes, your five. And that's what their spirit. Yeah, that's, uh, Herbie and one more part part. See, while now we're just going to zero two one for each one. X, y and z one of the one hundred of our function. Remember, function is heat and NATO. Europe one zero five AKs for Europeans to why was your c dear x Do ID's. All right. So we got one over one hundred and we're going from zero to one. We need to make a jerk with five AKs. Detox zero one meeting a day because you're too high. Do I. Zero two, one. Eat unaided. Your one's easy. Easy. All right, so one over. One times one over zero point five negative. Zero point five. Doesn't matter you. Well, it's just easier. Point five and we're going native. You need to make a point. Five plus one one over. Sarah, point two eighty each. And negative. Two plus one, one over one. I'm getting eaten Later. Put one plus one. Okay. One thing that we see is that all these guys here were We're going to cancel out and our answers and be one minus D to the negative. Five one minus B to the native to one minus. Fees invaded. Kate. And this is about zero point zero zero six seven eight, okay?

We are being asked to check what out this function is a valid john density function. So in order to fight and some that me to commit you to a total integration over the function would've spread both X and y. And if the answer is because one then this function is valid joined this function now. So we're going to do our double integration by the function, and I'm just going to treat this one first. So this one first, we are going to have Tio and then know that because I'm dealing with this go to X. Why's assume a constant? So we have 0.1 and then we'll speak to exert yourselves five and then e reza bars over five x minus 0.2. Why for eggs? Well, is infinity to zero. Do away. No one you simplify the about Haven's opens 10.5 and then when access infinity, this core function goes to 01 x is zero have e minus 0.2. Why do you know why now when we strike to interview over Why then we are also going to get because this one is a constant We can just pull it out and then this is going off. So we're having infinities. There are So it's one by zero point fried and then he mine is fine too. Why away? And when you interviewed to respect you why you should be able to get 0.1 divided by 0.2. So is opened. Fight really planes one divided by men is 0.2. He's man is open too. And then value's off asses. What? Infinity and zero. So when he said If I again going to get 0.1 divided by minus this time, that's what you 0.1 and then when? Why is infinity you have in zero and one ways. So the results in inside wass When certified this one, there's notice what one? So we have been able to verify that this function is did a joint density function. Now the next questions they should be able to find Why want me t off? Why one And then I always say that this one because if they don't this defection and they do have the corresponding x. This can also be written us Why with one and then s great our coaches. So what? I'm going to The unity integrates over white values from 0 to 1 And eggs varies from infinity to you also won he man, Is there a 0.5 s not 02 Why the eggs? Y so just ancient street first with the ex girls having infinity one. And then is there no point? Once when you integrate this one dissipating X, we haven't minus 0.5 e man is over five Excellent. 0.2 way And then for values ofthe earth being infinity to zero. And then why now when you try to simplify the horror of this should be good to get infinity one and then 0.1 Honest divided by 0.5 You have negative Negative sign there already. Now when ecstasies infinity This route in bizarre and I went excess. So this whole thing E man is kind to what? No one is simple Fire this whole thing again. You should be able to get a 0.1 divided by 0.5 because this and this whole cancer we have e man. Is there a point to why the wife? So when I try to interview this one Station X. We should be there, which gets opened one divided by 05 as always there. So plans. We have one divided by men. Is there a point to? And then e man Is there a point to wife for Ed's variance? Infinity to one. And then this whole thing can also be certified at 0.1 divided by man. Is there a 0.1 now when? Why is infinity we have there? But when? Why is one? The result is what 0.1 So they want 8187 So when is certified? Cool off these you're getting minus one minus Sorry. Zero money Sorrow printed 81 eats seven. So the finances with 0.187 The next question's that China Tio Tio. It's less than you got to know why less than he called for. So just integrating X and then because this is the highest volume off. Why do you have for day and so on? Defense? Xs. What's to answer? Because they're twins. One in man. Is there a point? Five packs Money's. Is there a point? Two way the eggs away. So there's going to treat when you spend two X as we usually do first. So we should be able to get infinity falls. There are. And then when you interviewed this, our respective X the wise treat that as a constant haven't 0.1 minus 0.5. The man is open to five eggs. Money 0.2 Why? And then for exuberance from to is there do you now inside to some fight, asshole of this you have four years are 0.15 Now when X is to we have in Venice, one man is opening soon. Why anyone excesses are e and then right? No, I don't want to simplify this whole thing. So this Walton can be sent by us. For us. There are 0.1 minute So five and then this whole thing up. So e minus one Because of this one can write too. Why minus one is 0.2. Why do you want on this whole again? Can also be simplified. Us What? Um, so cause there's 0.1 0.5 and then you can say in minus one on this one because I'm trying to fact that this world and that so hee minutes or point to Why? So I'm just trying to integrate this one. Expect to why this is a constant this also constant. So, Seamus, what is their opens? One of these negatives opened five e minus one on this one. And then when we integrate this one with a sports way, we haven't won a better man. Is there a point? Inman is zero. Why? For exams to size four and a zero. So kind trying to simplify the whole of this. You should be able to get zero one's wand. But this must mend. Isn't this having 0.1? And then we have in minus one, minus one and then when? X So when y is for when you write four. When y is for having e man is opens, eat. And then when y zero we have Remember now when you use that ability to sort of find a hole off this thing He he was a Roman s one. When this one times Oh, he is of us. Want to eat minus one? The saying goes, What is there? A point 34 for this? Horton is what 0.3 beautiful. And then the last one we have been asked to find a Scottish suspected Value's off. Excellent. So I will see that the expected very which can be written that this is the same as saying integrating the function over X And why? And then what? Spain? Because we are finding expedition off exit. There's no exit and find the eggs. Do what? So what? I am trying to say that this roofing can be retired. Sort of affinities are infinity's. The 0.1 e man is er five herbs is roping two way sort of eggs. The eggs. Now I'm just trying to interview this whole thing with respect to exit this world. Him respect it. But because you consider this can be integrated by using intervention by Pat. So we have anticipation. My parts here Integration. Bye. Cuts again? Yeah. Intubation buy parts to receive the Frenchness. What in the function is you the same Jules minus two bracket. Infinite to sign, Jim. Okay, so from this France and let our u equal to X So do you in the same sort of ex. Now let's our v equals what devi 0.1 e zero point five Axeman. Is there a point to? So we should integrate this one respect to really bad at the equal to 01 and 0.5 He man is there Open fires, X man It's What? So what do you do? The whole of this one is what we must find this function by. That's because we have it years What? 0.1 point five x My name is 05 x men is 0.2 way and then advances. What infinity to the minus the integration off this one. So you have affinity to settle And then we are zero wins one Is there a 10.5 e 05 accident Is that too then ex way now When you married this one, this hoping at infinity is equals. What? Zero And then Well, it's zero when excess infinity is the one This is zero is still zero. So we turned left with this one for us to integrate this woman with respect to X So it should be this um of infinity is zero. So we have a negative time already here because of this one. So 0.10 point five on an e. Zahra 50.5. Excellent. Zero point two way the ex So, yes, Trains who interviewed this one? Infinities are trying to integrate this respect. Ex. So this and this one must by this and this woman in any cheap. You're 0.0 opens fresh. So when you going to get this one? With respect to X haven't worked times one divided by money is 0.5. And if you have eaten your opponent's five excellent zero point wife or values infinity to zero. Do what now? When you certified the whole of this, you should be able to get you mean in signs There are shy to simplify. This opens one better weapons opened fire. The thing that says what? So what? We simplified the whole of this year. Negative zero points for right now one ness is infinity. This woods in your zero and one X when x this zero year this one he is a positive. And then we have your wife. Now when we try to integrate this one space in a way, we are also getting what my name is Two hostages, Manus. Zero points for and then we have one writer make it zero point two. Maybe he is that Wasim points Why? And then for violence ofthe way to eternity. Now you try to some fat cooler is we have zero for And you know that this got us one. So two and one, Why is infinity we have? And then when? Why is what? 01? Now, when you try to simplify the whole of this formula That nonsense word too soon This petition off eggs work too. Now we are also mean us to find the expectation off. Why? In tradition ofthe why So this petition off why us? The Seamus for Earth's is what infinity for all the sins ofthe way. And then nobody's off us if the function and then time sports. Why, Mary? And why the ex? So this world can be as infinity from zero and then infinity to zero 0.1. He man is 0.1. So's opened five extra minutes. 0.2. Why the s So we have our why already Days? Why can't come anywhere. Selim, Why here? All right soon. I don't want to integrate with respect to X face. When we had with X so This is a constant. This is a constant. So they can just come out ofthe bracket like that. Why? And then when you tried to interview this one with respect to X one on man is 0.5 e 0.5 X man. Is there a point to move away for values off as being infinity to zero And then we have Do you want now when you again shy, Just simplified the whole of this one. We have infinities. There are zero opens. One way divided by men is opens five and then when x is infinity. We have this on running to zero. And when excess zero we have, he gets zero point. And now again, this is also what intervention by path. So you can also see based on what we did That letter Are you equal to Why? So do you go to? Why not let our Davey you call to this hole function that is giving you see is what we are treating. This one is a constant. So I'm not going to bother with this ones who you have So point two why? And then the same assault. One brother, Burman, is open to. Is there a point? What? So I'm just bringing this one here, So the integration is going to be so 0.1, and then when is the 0.5 and then we have June times G, which is the same sort. Why? He's opening a way from the events ofthe xB, infinity to settle. And then we have infinitive too. So and then she was get affinity zero and one on menace to 0.2 way. Why? Yeah. So now when you try to simplify the whole destiny should be able to put a 20 something destined. You're this cool thing can also destroy. Provide us, man. Is there a point to? No. When s zero when Essence. What several. Here The answers were zero in Texas. Want someone s? Why is zero? The answer is one went. Why is infinity that asses sources there Also the whole of this moon go to survive and then we have a this then that. And then when you try to into get this one we're expecting Why again? You also get one by 0.2 time zero point to man is there or why infinity too, So yeah, So when you try to some fighting, cool off this and she will get 0.2 and then when is open, too zero for two times two? Yeah, And when Why? He sorts infinity about zero and went, Why is so we have one day. So when a certified hole of this and it should be equality zero point to develop by 0.2 which is also the same US two times, which is the same as what fight? Soon there has been a spectator off. Why is also the same issue?


Similar Solved Questions

5 answers
Draw a structural formula for the substitution product of the reaction shown below:1 Br 1 F CH3CH;CHzOHMasteredUse the wedgelhash bond tools to indicate stereochemistry where it exists_ If more than one stereoisomer of 'product is formed, draw both: Separate multiple products using the + sign from the drop-down menu:
Draw a structural formula for the substitution product of the reaction shown below: 1 Br 1 F CH3 CH;CHzOH Mastered Use the wedgelhash bond tools to indicate stereochemistry where it exists_ If more than one stereoisomer of 'product is formed, draw both: Separate multiple products using the + si...
5 answers
Determine the force in each member of the loaded truss The forces are positive if in tension; negative if in compression:3.5 m 45454507.0 m3370 N
Determine the force in each member of the loaded truss The forces are positive if in tension; negative if in compression: 3.5 m 45 45 450 7.0 m 3370 N...
5 answers
Compute[Lw+y dydx by first changing it to polar coordinates:(5 Marks)
Compute [Lw+y dydx by first changing it to polar coordinates: (5 Marks)...
5 answers
Of the center of mass? Xcom What &$ the %- coordinate coordinate of the center of mass? Ycom Winat @ tmey- point perpendicular to its plane and passing through I the body Is set to rotate about an aris mala M, its moment of inertia will be Ikg,m?, Tha amount of work required to take the body from rest to an angular speed of 3 rad/s is
of the center of mass? Xcom What &$ the %- coordinate coordinate of the center of mass? Ycom Winat @ tmey- point perpendicular to its plane and passing through I the body Is set to rotate about an aris mala M, its moment of inertia will be Ikg,m?, Tha amount of work required to take the body fro...
5 answers
Suppose we want t0 for string of length 3 from the lelters ABCDEF How many are there if we allow repetitions?How many are there if we do not allow repetitions?The following is matrix presenting relation on {a,b. €,d,e}. Indicate all the properties the relation has showing why it has those properties. Describe whether or not it is an equivalence relation or partial order rclation
Suppose we want t0 for string of length 3 from the lelters ABCDEF How many are there if we allow repetitions? How many are there if we do not allow repetitions? The following is matrix presenting relation on {a,b. €,d,e}. Indicate all the properties the relation has showing why it has those pr...
5 answers
Lt Az C LLFcud IxA , MtA;charac Jehshc pulgneks e AbLefchvslueL2_Fibd eescs 44 eech L3 Wnte A L_Me Lx AXDX ~kspse 044 Aw Cn ^ SinlA)
Lt Az C LLFcud IxA , MtA;charac Jehshc pulgneks e AbLefchvslueL2_Fibd eescs 44 eech L3 Wnte A L_Me Lx AXDX ~kspse 044 Aw Cn ^ SinlA)...
5 answers
Convert as indicated. If necessary, round answers to two decimal places.93 kilometers to miles
Convert as indicated. If necessary, round answers to two decimal places. 93 kilometers to miles...
1 answers
Form the compositions $f \circ g$ and $g \circ f,$ and specify the domain of each of these combinations. $$f(x)=x^{2}-2 x, \quad g(x)=x+1$$
Form the compositions $f \circ g$ and $g \circ f,$ and specify the domain of each of these combinations. $$f(x)=x^{2}-2 x, \quad g(x)=x+1$$...
5 answers
Consider the two circuits shown below. All bulbs and batteries are identical.EWith the switch in the open position as shown; how is the resistance of circuit #1 with respect to the resistance of circuit #2? Explain your answer.b. If the switch is closed, what will happen to the brightness of bulb A. Explain your answer_What will happen to the brightness of bulb B and C when the switch is closed? Explain your answer
Consider the two circuits shown below. All bulbs and batteries are identical. E With the switch in the open position as shown; how is the resistance of circuit #1 with respect to the resistance of circuit #2? Explain your answer. b. If the switch is closed, what will happen to the brightness of bulb...
5 answers
Label the following diagrams. (2M)HO -Ho-~EneroyEnergyNOHOHO=~Activa Gotto
Label the following diagrams. (2M) HO - Ho- ~Eneroy Energy NO HO HO= ~Activa Gotto...
1 answers
(a) Use the Endpaper Integral Table to evaluate the integral. (b) If you have a CAS, use it to evaluate the integral, and then confirm that the result is equivalent to the one that you found in part (a). $$\int \sin 2 x \cos 5 x \, d x$$
(a) Use the Endpaper Integral Table to evaluate the integral. (b) If you have a CAS, use it to evaluate the integral, and then confirm that the result is equivalent to the one that you found in part (a). $$\int \sin 2 x \cos 5 x \, d x$$...
1 answers
Solve each equation for exact solutions over the interval $[0,2 \pi) .$ $$\sin x+2=3$$
Solve each equation for exact solutions over the interval $[0,2 \pi) .$ $$\sin x+2=3$$...
5 answers
4. Find the derivative of the following using derivative rules,a. 𝑓(𝑥)=x2∙tan𝑥b. 𝑓(𝑥)=sin𝑥 ln𝑥c. 𝑓(𝑥) = sin(𝑒𝑥)
4. Find the derivative of the following using derivative rules, a. 𝑓(𝑥)=x2∙tan𝑥 b. 𝑓(𝑥)=sin𝑥 ln𝑥 c. 𝑓(𝑥) = sin(𝑒𝑥)...
5 answers
2 Area and VolumeLet Rbe the region in the plane bounded by y = Xy=andx=4Sketch the planar region. b. Find the area of R Find the volume ofthe solid of revolution obtained by rotating Rabout the x axis.
2 Area and Volume Let Rbe the region in the plane bounded by y = Xy= andx=4 Sketch the planar region. b. Find the area of R Find the volume ofthe solid of revolution obtained by rotating Rabout the x axis....
5 answers
Based on your understanding of Chapters 05 and 06, Answer thefollowing questions by HAND writing ONLY.1: Compare and contrast carbohydrate catabolism and energyproduction in the following bacteria: a. Pseudomonas, an aerobicchemoheterotroph b. Spirulina, an oxygenic photoautotroph c.Ectothiorhodospira, an anoxygenic photoautotroph2: Discuss with examples how differences in carbohydrate andamino acids catabolism can be used to identify bacteria in thelab.?
Based on your understanding of Chapters 05 and 06, Answer the following questions by HAND writing ONLY. 1: Compare and contrast carbohydrate catabolism and energy production in the following bacteria: a. Pseudomonas, an aerobic chemoheterotroph b. Spirulina, an oxygenic photoautotroph c. Ectothiorho...
5 answers
In lipid signalling mediated by PLC, what are the signallingmolecules that are downstream of the lipase?diacylglycerolinositol-1,4,5-trisphosphatediacylglycerol and inositol-1,4,5-trisphosphatediacylglycerol and phosphatidyl inositol-4,5-bisphosphatediacylglycerol, phosphatidyl inositol-4,5-bisphosphate andinositol-1,4,5-trisphosphatephosphatidyl inositol-4,5-bisphosphate
In lipid signalling mediated by PLC, what are the signalling molecules that are downstream of the lipase? diacylglycerol inositol-1,4,5-trisphosphate diacylglycerol and inositol-1,4,5-trisphosphate diacylglycerol and phosphatidyl inositol-4,5-bisphosphate diacylglycerol, phosphatidyl inositol-4,5-bi...
5 answers
CHEM 104LFCRMATION OF ESTERS REPORI Applying your knowledge of the formation esters from acids and alcohols, write chemical reaction (with structural formulas) for these two reactionsFormation of an ester from benzolc acid and elhanol:6.Fomaiion 0f an estar from pherol and &calic acld:
CHEM 104L FCRMATION OF ESTERS REPORI Applying your knowledge of the formation esters from acids and alcohols, write chemical reaction (with structural formulas) for these two reactions Formation of an ester from benzolc acid and elhanol: 6.Fomaiion 0f an estar from pherol and &calic acld:...
5 answers
C) Identily Ihe reagents represented by letlers A and B in the reactions below_Marks)OHOHCozhOCH;
c) Identily Ihe reagents represented by letlers A and B in the reactions below_ Marks) OH OH Cozh OCH;...

-- 0.019778--